{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "d4271297",
   "metadata": {},
   "source": [
    "# 一、创建alpha矿工实例"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7f659f0e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "开始时间：2025-07-29 10:22:07\n"
     ]
    }
   ],
   "source": [
    "from wq import * \n",
    "from datetime import datetime\n",
    "from pytz import timezone\n",
    "\n",
    "# 获取美国东部时间\n",
    "us_eastern = timezone('US/Eastern')\n",
    "print(f\"开始时间：{datetime.now(us_eastern).strftime('%Y-%m-%d %H:%M:%S')}\")\n",
    "\n",
    "miner = AlphaUser()\n",
    "# miner = AlphaConsultant()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "31831105",
   "metadata": {},
   "source": [
    "# 二、获取数据字段"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "2582cd70",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "201\n",
      "b'{\"user\":{\"id\":\"QZ77478\"},\"token\":{\"expiry\":14400.0},\"permissions\":[\"TUTORIAL\",\"WORKDAY\"]}'\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>description</th>\n",
       "      <th>dataset</th>\n",
       "      <th>category</th>\n",
       "      <th>subcategory</th>\n",
       "      <th>region</th>\n",
       "      <th>delay</th>\n",
       "      <th>universe</th>\n",
       "      <th>type</th>\n",
       "      <th>coverage</th>\n",
       "      <th>userCount</th>\n",
       "      <th>alphaCount</th>\n",
       "      <th>themes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>anl4_adjusted_netincome_ft</td>\n",
       "      <td>Adjusted net income - forecast type (revision/...</td>\n",
       "      <td>{'id': 'analyst4', 'name': 'Analyst Estimate D...</td>\n",
       "      <td>{'id': 'analyst', 'name': 'Analyst'}</td>\n",
       "      <td>{'id': 'analyst-analyst-estimates', 'name': 'A...</td>\n",
       "      <td>USA</td>\n",
       "      <td>1</td>\n",
       "      <td>TOP3000</td>\n",
       "      <td>MATRIX</td>\n",
       "      <td>0.8706</td>\n",
       "      <td>8104</td>\n",
       "      <td>17259</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>anl4_ads1detailafv110_bk</td>\n",
       "      <td>Broker name (int)</td>\n",
       "      <td>{'id': 'analyst4', 'name': 'Analyst Estimate D...</td>\n",
       "      <td>{'id': 'analyst', 'name': 'Analyst'}</td>\n",
       "      <td>{'id': 'analyst-analyst-estimates', 'name': 'A...</td>\n",
       "      <td>USA</td>\n",
       "      <td>1</td>\n",
       "      <td>TOP3000</td>\n",
       "      <td>VECTOR</td>\n",
       "      <td>0.6880</td>\n",
       "      <td>38</td>\n",
       "      <td>79</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>anl4_ads1detailafv110_estvalue</td>\n",
       "      <td>Estimation value</td>\n",
       "      <td>{'id': 'analyst4', 'name': 'Analyst Estimate D...</td>\n",
       "      <td>{'id': 'analyst', 'name': 'Analyst'}</td>\n",
       "      <td>{'id': 'analyst-analyst-estimates', 'name': 'A...</td>\n",
       "      <td>USA</td>\n",
       "      <td>1</td>\n",
       "      <td>TOP3000</td>\n",
       "      <td>VECTOR</td>\n",
       "      <td>0.6878</td>\n",
       "      <td>47</td>\n",
       "      <td>94</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>anl4_ads1detailafv110_person</td>\n",
       "      <td>Broker Id</td>\n",
       "      <td>{'id': 'analyst4', 'name': 'Analyst Estimate D...</td>\n",
       "      <td>{'id': 'analyst', 'name': 'Analyst'}</td>\n",
       "      <td>{'id': 'analyst-analyst-estimates', 'name': 'A...</td>\n",
       "      <td>USA</td>\n",
       "      <td>1</td>\n",
       "      <td>TOP3000</td>\n",
       "      <td>VECTOR</td>\n",
       "      <td>0.6880</td>\n",
       "      <td>103</td>\n",
       "      <td>254</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>anl4_ads1detailafv110_prevval</td>\n",
       "      <td>The Previous Estimation of Financial Item</td>\n",
       "      <td>{'id': 'analyst4', 'name': 'Analyst Estimate D...</td>\n",
       "      <td>{'id': 'analyst', 'name': 'Analyst'}</td>\n",
       "      <td>{'id': 'analyst-analyst-estimates', 'name': 'A...</td>\n",
       "      <td>USA</td>\n",
       "      <td>1</td>\n",
       "      <td>TOP3000</td>\n",
       "      <td>VECTOR</td>\n",
       "      <td>0.6856</td>\n",
       "      <td>31</td>\n",
       "      <td>59</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>345</th>\n",
       "      <td>est_sga</td>\n",
       "      <td>SGA - mean of estimations</td>\n",
       "      <td>{'id': 'analyst4', 'name': 'Analyst Estimate D...</td>\n",
       "      <td>{'id': 'analyst', 'name': 'Analyst'}</td>\n",
       "      <td>{'id': 'analyst-analyst-estimates', 'name': 'A...</td>\n",
       "      <td>USA</td>\n",
       "      <td>1</td>\n",
       "      <td>TOP3000</td>\n",
       "      <td>MATRIX</td>\n",
       "      <td>0.5121</td>\n",
       "      <td>103</td>\n",
       "      <td>301</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>346</th>\n",
       "      <td>est_shequity</td>\n",
       "      <td>Mean of SH Equity segment - mean of estimations</td>\n",
       "      <td>{'id': 'analyst4', 'name': 'Analyst Estimate D...</td>\n",
       "      <td>{'id': 'analyst', 'name': 'Analyst'}</td>\n",
       "      <td>{'id': 'analyst-analyst-estimates', 'name': 'A...</td>\n",
       "      <td>USA</td>\n",
       "      <td>1</td>\n",
       "      <td>TOP3000</td>\n",
       "      <td>MATRIX</td>\n",
       "      <td>0.7598</td>\n",
       "      <td>285</td>\n",
       "      <td>777</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>347</th>\n",
       "      <td>est_tbv_ps</td>\n",
       "      <td>Tangible Book Value per Share - mean of estima...</td>\n",
       "      <td>{'id': 'analyst4', 'name': 'Analyst Estimate D...</td>\n",
       "      <td>{'id': 'analyst', 'name': 'Analyst'}</td>\n",
       "      <td>{'id': 'analyst-analyst-estimates', 'name': 'A...</td>\n",
       "      <td>USA</td>\n",
       "      <td>1</td>\n",
       "      <td>TOP3000</td>\n",
       "      <td>MATRIX</td>\n",
       "      <td>0.3473</td>\n",
       "      <td>82</td>\n",
       "      <td>127</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>348</th>\n",
       "      <td>est_tot_assets</td>\n",
       "      <td>Total Assets - mean of estimations</td>\n",
       "      <td>{'id': 'analyst4', 'name': 'Analyst Estimate D...</td>\n",
       "      <td>{'id': 'analyst', 'name': 'Analyst'}</td>\n",
       "      <td>{'id': 'analyst-analyst-estimates', 'name': 'A...</td>\n",
       "      <td>USA</td>\n",
       "      <td>1</td>\n",
       "      <td>TOP3000</td>\n",
       "      <td>MATRIX</td>\n",
       "      <td>0.7522</td>\n",
       "      <td>350</td>\n",
       "      <td>815</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>349</th>\n",
       "      <td>est_tot_goodwill</td>\n",
       "      <td>Total Goodwill - mean of estimations</td>\n",
       "      <td>{'id': 'analyst4', 'name': 'Analyst Estimate D...</td>\n",
       "      <td>{'id': 'analyst', 'name': 'Analyst'}</td>\n",
       "      <td>{'id': 'analyst-analyst-estimates', 'name': 'A...</td>\n",
       "      <td>USA</td>\n",
       "      <td>1</td>\n",
       "      <td>TOP3000</td>\n",
       "      <td>MATRIX</td>\n",
       "      <td>0.5652</td>\n",
       "      <td>148</td>\n",
       "      <td>315</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>350 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 id  \\\n",
       "0        anl4_adjusted_netincome_ft   \n",
       "1          anl4_ads1detailafv110_bk   \n",
       "2    anl4_ads1detailafv110_estvalue   \n",
       "3      anl4_ads1detailafv110_person   \n",
       "4     anl4_ads1detailafv110_prevval   \n",
       "..                              ...   \n",
       "345                         est_sga   \n",
       "346                    est_shequity   \n",
       "347                      est_tbv_ps   \n",
       "348                  est_tot_assets   \n",
       "349                est_tot_goodwill   \n",
       "\n",
       "                                           description  \\\n",
       "0    Adjusted net income - forecast type (revision/...   \n",
       "1                                    Broker name (int)   \n",
       "2                                     Estimation value   \n",
       "3                                            Broker Id   \n",
       "4            The Previous Estimation of Financial Item   \n",
       "..                                                 ...   \n",
       "345                          SGA - mean of estimations   \n",
       "346    Mean of SH Equity segment - mean of estimations   \n",
       "347  Tangible Book Value per Share - mean of estima...   \n",
       "348                 Total Assets - mean of estimations   \n",
       "349               Total Goodwill - mean of estimations   \n",
       "\n",
       "                                               dataset  \\\n",
       "0    {'id': 'analyst4', 'name': 'Analyst Estimate D...   \n",
       "1    {'id': 'analyst4', 'name': 'Analyst Estimate D...   \n",
       "2    {'id': 'analyst4', 'name': 'Analyst Estimate D...   \n",
       "3    {'id': 'analyst4', 'name': 'Analyst Estimate D...   \n",
       "4    {'id': 'analyst4', 'name': 'Analyst Estimate D...   \n",
       "..                                                 ...   \n",
       "345  {'id': 'analyst4', 'name': 'Analyst Estimate D...   \n",
       "346  {'id': 'analyst4', 'name': 'Analyst Estimate D...   \n",
       "347  {'id': 'analyst4', 'name': 'Analyst Estimate D...   \n",
       "348  {'id': 'analyst4', 'name': 'Analyst Estimate D...   \n",
       "349  {'id': 'analyst4', 'name': 'Analyst Estimate D...   \n",
       "\n",
       "                                 category  \\\n",
       "0    {'id': 'analyst', 'name': 'Analyst'}   \n",
       "1    {'id': 'analyst', 'name': 'Analyst'}   \n",
       "2    {'id': 'analyst', 'name': 'Analyst'}   \n",
       "3    {'id': 'analyst', 'name': 'Analyst'}   \n",
       "4    {'id': 'analyst', 'name': 'Analyst'}   \n",
       "..                                    ...   \n",
       "345  {'id': 'analyst', 'name': 'Analyst'}   \n",
       "346  {'id': 'analyst', 'name': 'Analyst'}   \n",
       "347  {'id': 'analyst', 'name': 'Analyst'}   \n",
       "348  {'id': 'analyst', 'name': 'Analyst'}   \n",
       "349  {'id': 'analyst', 'name': 'Analyst'}   \n",
       "\n",
       "                                           subcategory region  delay universe  \\\n",
       "0    {'id': 'analyst-analyst-estimates', 'name': 'A...    USA      1  TOP3000   \n",
       "1    {'id': 'analyst-analyst-estimates', 'name': 'A...    USA      1  TOP3000   \n",
       "2    {'id': 'analyst-analyst-estimates', 'name': 'A...    USA      1  TOP3000   \n",
       "3    {'id': 'analyst-analyst-estimates', 'name': 'A...    USA      1  TOP3000   \n",
       "4    {'id': 'analyst-analyst-estimates', 'name': 'A...    USA      1  TOP3000   \n",
       "..                                                 ...    ...    ...      ...   \n",
       "345  {'id': 'analyst-analyst-estimates', 'name': 'A...    USA      1  TOP3000   \n",
       "346  {'id': 'analyst-analyst-estimates', 'name': 'A...    USA      1  TOP3000   \n",
       "347  {'id': 'analyst-analyst-estimates', 'name': 'A...    USA      1  TOP3000   \n",
       "348  {'id': 'analyst-analyst-estimates', 'name': 'A...    USA      1  TOP3000   \n",
       "349  {'id': 'analyst-analyst-estimates', 'name': 'A...    USA      1  TOP3000   \n",
       "\n",
       "       type  coverage  userCount  alphaCount themes  \n",
       "0    MATRIX    0.8706       8104       17259     []  \n",
       "1    VECTOR    0.6880         38          79     []  \n",
       "2    VECTOR    0.6878         47          94     []  \n",
       "3    VECTOR    0.6880        103         254     []  \n",
       "4    VECTOR    0.6856         31          59     []  \n",
       "..      ...       ...        ...         ...    ...  \n",
       "345  MATRIX    0.5121        103         301     []  \n",
       "346  MATRIX    0.7598        285         777     []  \n",
       "347  MATRIX    0.3473         82         127     []  \n",
       "348  MATRIX    0.7522        350         815     []  \n",
       "349  MATRIX    0.5652        148         315     []  \n",
       "\n",
       "[350 rows x 13 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = miner.get_datafields(dataset_id = 'analyst4')\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9cedaec8",
   "metadata": {},
   "source": [
    "# 三、数据预处理\n",
    "\n",
    "1. 目前只处理matrix和vector数据类型，vector数据类型需要降维处理\n",
    "2. ts_backfill 回填缺失值，提高数据Coverage \n",
    "3. winsorize 去极值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "7971f6e5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "498\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "['winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_bvps_flag, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_bvps_high, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_bvps_low, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_bvps_mean, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_bvps_median, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_bvps_number, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_bvps_value, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_capex_flag, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_capex_high, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_capex_low, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_capex_mean, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_capex_number, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_capex_std, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_capex_value, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_cff_flag, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_cff_high, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_cff_low, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_cff_mean, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_cff_median, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_cff_number, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_cff_value, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_cfi_flag, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_cfi_high, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_cfi_low, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_cfi_mean, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_cfi_median, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_cfi_number, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_cfi_value, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_cfo_flag, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_cfo_high, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_cfo_low, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_cfo_mean, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_cfo_median, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_cfo_number, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_cfo_value, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_dts_ptp, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_dts_rspe, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_ebit_high, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_ebit_low, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_ebit_mean, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_ebit_median, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_ebit_number, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_ebit_std, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_ebit_value, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_ebitda_high, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_ebitda_low, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_ebitda_number, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_ebitda_std, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_ebitda_value, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_epsa_flag, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_epsr_flag, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_epsr_high, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_epsr_low, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_epsr_mean, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_epsr_number, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_epsr_value, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_fcf_flag, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_fcf_high, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_fcf_low, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_fcf_mean, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_fcf_median, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_fcf_number, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_fcf_value, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_fcfps_flag, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_fcfps_high, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_fcfps_low, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_fcfps_mean, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_fcfps_median, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_fcfps_number, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_ffo_flag, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_flag_erbfintax, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_gric_flag, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_gric_high, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_gric_low, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_gric_mean, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_gric_median, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_gric_number, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_gric_std, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_gric_value, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_median_capexp, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_median_epsreported, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_medianepsbfam, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_netdebt_flag, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_netdebt_high, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_netdebt_low, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_netdebt_mean, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_netdebt_median, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_netdebt_number, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_netprofit_flag, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_netprofit_high, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_netprofit_low, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_netprofit_mean, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_netprofit_median, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_netprofit_number, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_netprofit_std, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_netprofit_value, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_netprofita_high, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_netprofita_low, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_netprofita_mean, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_netprofita_median, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_netprofita_number, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_netprofita_std, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_netprofita_value, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_ptp_flag, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_ptp_high, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_ptp_low, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_ptp_mean, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_ptp_median, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_ptp_number, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_ptp_value, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_ptpr_flag, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_ptpr_high, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_ptpr_low, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_ptpr_mean, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_ptpr_median, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_ptpr_number, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_qf_az_cfps_mean, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_qf_az_cfps_median, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_qf_az_cfps_number, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_qf_az_div_mean, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_qf_az_div_median, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_qf_az_div_number, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_qf_az_dts_spe, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_qf_az_eps, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_qf_az_eps_mean, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_qf_az_eps_number, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_qf_az_hgih_spe, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_qf_az_hgih_spfc, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_qf_az_hgih_vid, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_qf_az_wol_spe, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_qf_az_wol_spfc, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_qf_az_wol_vid, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_qfd1_az_cfps_median, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_qfd1_az_cfps_number, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_qfd1_az_div_median, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_qfd1_az_div_number, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_qfd1_az_dts_spe, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_qfd1_az_eps_number, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_qfd1_az_hgih_spe, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_qfd1_az_hgih_spfc, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_qfd1_az_hgih_vid, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_qfd1_az_wol_spe, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_qfd1_az_wol_spfc, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_qfd1_az_wol_vid, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_qfd1_azeps, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_rd_exp_flag, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_rd_exp_high, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_rd_exp_low, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_rd_exp_mean, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_rd_exp_median, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_rd_exp_number, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_tbve_ft, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_tbvps_high, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_tbvps_low, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_tbvps_mean, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_tbvps_median, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_tbvps_number, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_tot_gw_ft, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_totassets_flag, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_totassets_high, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_totassets_low, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_totassets_mean, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_totassets_median, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_totassets_number, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_totassets_std, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_totassets_value, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_totgw_high, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_totgw_low, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_totgw_mean, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_totgw_median, 120), std=4)',\n",
       " 'winsorize(ts_backfill(anl4_totgw_number, 120), std=4)',\n",
       " 'winsorize(ts_backfill(est_bookvalue_ps, 120), std=4)',\n",
       " 'winsorize(ts_backfill(est_capex, 120), std=4)',\n",
       " 'winsorize(ts_backfill(est_cashflow_fin, 120), std=4)',\n",
       " 'winsorize(ts_backfill(est_cashflow_invst, 120), std=4)',\n",
       " 'winsorize(ts_backfill(est_cashflow_op, 120), std=4)',\n",
       " 'winsorize(ts_backfill(est_cashflow_ps, 120), std=4)',\n",
       " 'winsorize(ts_backfill(est_dividend_ps, 120), std=4)',\n",
       " 'winsorize(ts_backfill(est_ebit, 120), std=4)',\n",
       " 'winsorize(ts_backfill(est_ebitda, 120), std=4)',\n",
       " 'winsorize(ts_backfill(est_eps, 120), std=4)',\n",
       " 'winsorize(ts_backfill(est_epsa, 120), std=4)',\n",
       " 'winsorize(ts_backfill(est_epsr, 120), std=4)',\n",
       " 'winsorize(ts_backfill(est_fcf, 120), std=4)',\n",
       " 'winsorize(ts_backfill(est_fcf_ps, 120), std=4)',\n",
       " 'winsorize(ts_backfill(est_ffo, 120), std=4)',\n",
       " 'winsorize(ts_backfill(est_grossincome, 120), std=4)',\n",
       " 'winsorize(ts_backfill(est_netdebt, 120), std=4)',\n",
       " 'winsorize(ts_backfill(est_netprofit, 120), std=4)',\n",
       " 'winsorize(ts_backfill(est_netprofit_adj, 120), std=4)',\n",
       " 'winsorize(ts_backfill(est_ptp, 120), std=4)',\n",
       " 'winsorize(ts_backfill(est_ptpr, 120), std=4)',\n",
       " 'winsorize(ts_backfill(est_rd_expense, 120), std=4)',\n",
       " 'winsorize(ts_backfill(est_sales, 120), std=4)',\n",
       " 'winsorize(ts_backfill(est_sga, 120), std=4)',\n",
       " 'winsorize(ts_backfill(est_shequity, 120), std=4)',\n",
       " 'winsorize(ts_backfill(est_tbv_ps, 120), std=4)',\n",
       " 'winsorize(ts_backfill(est_tot_assets, 120), std=4)',\n",
       " 'winsorize(ts_backfill(est_tot_goodwill, 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_ads1detailafv110_bk), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_ads1detailafv110_bk), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_ads1detailafv110_estvalue), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_ads1detailafv110_estvalue), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_ads1detailafv110_person), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_ads1detailafv110_person), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_ads1detailafv110_prevval), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_ads1detailafv110_prevval), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_ads1detailqfv110_bk), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_ads1detailqfv110_bk), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_ads1detailqfv110_estvalue), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_ads1detailqfv110_estvalue), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_ads1detailqfv110_person), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_ads1detailqfv110_person), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_ads1detailqfv110_prevval), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_ads1detailqfv110_prevval), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_adxqfv110_down), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_adxqfv110_down), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_adxqfv110_high), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_adxqfv110_high), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_adxqfv110_low), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_adxqfv110_low), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_adxqfv110_mean), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_adxqfv110_mean), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_adxqfv110_median), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_adxqfv110_median), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_adxqfv110_numest), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_adxqfv110_numest), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_adxqfv110_pu), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_adxqfv110_pu), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_ady_down), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_ady_down), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_ady_high), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_ady_high), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_ady_low), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_ady_low), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_ady_mean), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_ady_mean), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_ady_median), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_ady_median), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_ady_numest), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_ady_numest), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_ady_pu), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_ady_pu), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_bac1actualqfv110_actual), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_bac1actualqfv110_actual), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_bac1actualqfv110_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_bac1actualqfv110_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_bac1conafv110_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_bac1conafv110_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_bac1conltv110_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_bac1conltv110_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_bac1conqfv110_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_bac1conqfv110_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_bac1conrecv110_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_bac1conrecv110_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_bac1detailafv110_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_bac1detailafv110_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_bac1detaillt_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_bac1detaillt_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_bac1detailqfv110_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_bac1detailqfv110_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_bac1detailrec_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_bac1detailrec_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_basicconafv110_down), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_basicconafv110_down), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_basicconafv110_high), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_basicconafv110_high), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_basicconafv110_low), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_basicconafv110_low), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_basicconafv110_mean), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_basicconafv110_mean), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_basicconafv110_median), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_basicconafv110_median), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_basicconafv110_numest), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_basicconafv110_numest), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_basicconafv110_pu), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_basicconafv110_pu), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_basicconltv110_down), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_basicconltv110_down), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_basicconltv110_high), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_basicconltv110_high), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_basicconltv110_low), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_basicconltv110_low), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_basicconltv110_mean), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_basicconltv110_mean), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_basicconltv110_median), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_basicconltv110_median), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_basicconltv110_numest), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_basicconltv110_numest), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_basicconltv110_pu), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_basicconltv110_pu), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_basicconqfv110_down), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_basicconqfv110_down), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_basicconqfv110_high), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_basicconqfv110_high), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_basicconqfv110_low), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_basicconqfv110_low), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_basicconqfv110_mean), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_basicconqfv110_mean), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_basicconqfv110_median), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_basicconqfv110_median), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_basicconqfv110_numest), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_basicconqfv110_numest), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_basicconqfv110_pu), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_basicconqfv110_pu), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_basicdetaillt_bk), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_basicdetaillt_bk), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_basicdetaillt_estvalue), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_basicdetaillt_estvalue), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_basicdetaillt_person), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_basicdetaillt_person), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_basicdetaillt_prevval), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_basicdetaillt_prevval), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_basicdetailqfv110_bk), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_basicdetailqfv110_bk), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_basicdetailqfv110_estvalue), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_basicdetailqfv110_estvalue), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_basicdetailqfv110_person), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_basicdetailqfv110_person), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_basicdetailqfv110_prevval), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_basicdetailqfv110_prevval), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_basicdetailrec_bk), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_basicdetailrec_bk), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_basicdetailrec_person), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_basicdetailrec_person), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_basicdetailrec_ratingvalue), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_basicdetailrec_ratingvalue), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_baz1v110_bk), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_baz1v110_bk), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_baz1v110_estvalue), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_baz1v110_estvalue), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_baz1v110_person), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_baz1v110_person), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_baz1v110_prevval), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_baz1v110_prevval), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_buy), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_buy), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_cuo1actualqfv110_actual), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_cuo1actualqfv110_actual), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_cuo1actualqfv110_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_cuo1actualqfv110_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_cuo1conafv110_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_cuo1conafv110_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_cuo1conqfv110_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_cuo1conqfv110_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_cuo1detailafv110_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_cuo1detailafv110_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_cuo1detailqfv110_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_cuo1detailqfv110_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_cuo1guidaf_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_cuo1guidaf_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_cuo1guidaf_maxguidance), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_cuo1guidaf_maxguidance), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_cuo1guidaf_minguidance), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_cuo1guidaf_minguidance), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_dei2laf_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_dei2laf_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_dei2lqfv110_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_dei2lqfv110_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_dei3lafv110_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_dei3lafv110_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_dei3lltv110_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_dei3lltv110_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_dei3lqfv110_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_dei3lqfv110_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_dei3lrec_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_dei3lrec_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_detailltv4v104_est), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_detailltv4v104_est), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_detailltv4v104_preest), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_detailltv4v104_preest), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_detailrecv4v104_est), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_detailrecv4v104_est), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_dez1afv4_est), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_dez1afv4_est), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_dez1afv4_preest), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_dez1afv4_preest), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_dez1basicafv4v104_est), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_dez1basicafv4v104_est), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_dez1basicafv4v104_preest), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_dez1basicafv4v104_preest), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_dez1basicqfv4v104_est), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_dez1basicqfv4v104_est), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_dez1basicqfv4v104_preest), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_dez1basicqfv4v104_preest), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_dez1qfv4_est), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_dez1qfv4_est), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_dez1qfv4_preest), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_dez1qfv4_preest), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_dez1safv4_est), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_dez1safv4_est), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_dez1safv4_preest), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_dez1safv4_preest), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_eaz1laf_bk), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_eaz1laf_bk), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_eaz1laf_estvalue), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_eaz1laf_estvalue), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_eaz1laf_person), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_eaz1laf_person), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_eaz1laf_prevval), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_eaz1laf_prevval), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_eaz1lqfv110_bk), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_eaz1lqfv110_bk), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_eaz1lqfv110_estvalue), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_eaz1lqfv110_estvalue), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_eaz1lqfv110_person), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_eaz1lqfv110_person), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_eaz1lqfv110_prevval), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_eaz1lqfv110_prevval), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_eaz2lafv110_bk), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_eaz2lafv110_bk), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_eaz2lafv110_estvalue), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_eaz2lafv110_estvalue), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_eaz2lafv110_person), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_eaz2lafv110_person), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_eaz2lafv110_prevval), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_eaz2lafv110_prevval), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_eaz2lltv110_bk), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_eaz2lltv110_bk), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_eaz2lltv110_estvalue), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_eaz2lltv110_estvalue), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_eaz2lltv110_person), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_eaz2lltv110_person), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_eaz2lltv110_prevval), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_eaz2lltv110_prevval), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_eaz2lqfv110_bk), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_eaz2lqfv110_bk), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_eaz2lqfv110_estvalue), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_eaz2lqfv110_estvalue), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_eaz2lqfv110_person), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_eaz2lqfv110_person), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_eaz2lqfv110_prevval), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_eaz2lqfv110_prevval), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_eaz2lrec_bk), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_eaz2lrec_bk), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_eaz2lrec_person), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_eaz2lrec_person), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_eaz2lrec_ratingvalue), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_eaz2lrec_ratingvalue), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_fsactualafv4_actual), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_fsactualafv4_actual), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_fsactualafv4_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_fsactualafv4_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_fsactualqfv4_actual), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_fsactualqfv4_actual), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_fsactualqfv4_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_fsactualqfv4_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_fsdetailltv4v104_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_fsdetailltv4v104_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_fsdetailrecv4v104_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_fsdetailrecv4v104_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_fsdtlestmtafv4_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_fsdtlestmtafv4_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_fsdtlestmtbscqv104_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_fsdtlestmtbscqv104_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_fsdtlestmtbscv104_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_fsdtlestmtbscv104_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_fsdtlestmtqfv4_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_fsdtlestmtqfv4_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_fsdtlestmtsafv4_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_fsdtlestmtsafv4_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_fsgdncbscv4_maxguidance), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_fsgdncbscv4_maxguidance), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_fsgdncbscv4_minguidance), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_fsgdncbscv4_minguidance), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_fsguidanceafv4_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_fsguidanceafv4_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_fsguidanceafv4_maxguidance), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_fsguidanceafv4_maxguidance), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_fsguidanceafv4_minguidance), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_fsguidanceafv4_minguidance), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_fsguidancebasicqfv4_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_fsguidancebasicqfv4_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_fsguidanceqfv4_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_fsguidanceqfv4_item), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_fsguidanceqfv4_maxguidance), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_fsguidanceqfv4_maxguidance), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_fsguidanceqfv4_minguidance), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_fsguidanceqfv4_minguidance), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_guiafv4_est), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_guiafv4_est), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_guibasicqfv4_est), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_guibasicqfv4_est), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_guiqfv4_est), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_guiqfv4_est), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_hold), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_hold), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_mark), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_mark), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_norec), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_norec), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_total_rec), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_total_rec), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_avg(anl4_under), 120), std=4)',\n",
       " 'winsorize(ts_backfill(vec_sum(anl4_under), 120), std=4)']"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pc_fields = miner.process_datafields(df)\n",
    "print(len(pc_fields))\n",
    "pc_fields"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d180ea62",
   "metadata": {},
   "source": [
    "# 四、第一轮回测\n",
    "\n",
    "## 1. 组装alpha表达式"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "79f2187a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "生产表达式数量: 27888\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "['winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 5)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 22)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 66)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 120)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 5)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 22)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 66)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 120)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 5)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 22)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 66)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 120)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 5)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 22)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 66)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 120)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 5)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 22)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 66)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 120)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 5)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 22)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 66)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 120)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 5)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 22)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 66)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 120)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 5)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 22)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 66)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 120)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 5)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 22)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 66)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 120)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 5)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 22)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 66)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 120)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 5)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 22)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 66)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 120)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240)',\n",
       " 'winsorize(ts_backfill(anl4_bvps_flag, 120), std=4)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 5)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 22)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 66)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 120)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 240)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 5)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 22)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 66)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 120)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 240)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 5)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 22)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 66)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 120)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 240)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 5)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 22)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 66)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 120)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 240)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 5)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 22)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 66)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 120)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 240)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 5)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 22)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 66)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 120)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 240)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 5)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 22)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 66)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 120)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 240)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 5)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 22)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 66)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 120)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 240)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 5)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 22)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 66)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 120)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 240)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 5)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 22)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 66)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 120)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 240)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 5)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 22)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 66)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 120)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 240)',\n",
       " 'winsorize(ts_backfill(anl4_bvps_high, 120), std=4)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 5)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 22)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 66)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 120)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 240)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 5)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 22)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 66)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 120)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 240)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 5)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 22)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 66)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 120)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 240)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 5)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 22)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 66)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 120)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 240)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 5)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 22)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 66)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 120)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 240)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 5)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 22)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 66)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 120)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 240)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 5)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 22)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 66)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 120)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 240)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 5)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 22)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 66)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 120)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 240)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 5)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 22)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 66)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 120)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 240)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 5)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 22)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 66)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 120)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 240)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 5)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 22)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 66)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 120)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 240)',\n",
       " 'winsorize(ts_backfill(anl4_bvps_low, 120), std=4)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 5)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 22)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 66)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 120)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 240)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 5)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 22)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 66)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 120)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 240)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 5)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 22)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 66)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 120)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 240)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 5)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 22)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 66)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 120)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 240)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 5)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 22)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 66)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 120)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 240)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 5)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 22)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 66)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 120)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 240)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 5)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 22)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 66)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 120)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 240)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 5)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 22)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 66)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 120)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 240)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 5)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 22)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 66)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 120)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 240)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 5)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 22)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 66)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 120)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 240)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 5)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 22)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 66)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 120)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 240)',\n",
       " 'winsorize(ts_backfill(anl4_bvps_mean, 120), std=4)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 5)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 22)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 66)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 120)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 240)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 5)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 22)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 66)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 120)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 240)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 5)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 22)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 66)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 120)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 240)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 5)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 22)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 66)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 120)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 240)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 5)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 22)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 66)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 120)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 240)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 5)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 22)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 66)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 120)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 240)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 5)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 22)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 66)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 120)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 240)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 5)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 22)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 66)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 120)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 240)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 5)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 22)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 66)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 120)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 240)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 5)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 22)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 66)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 120)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 240)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 5)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 22)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 66)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 120)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 240)',\n",
       " 'winsorize(ts_backfill(anl4_bvps_median, 120), std=4)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 5)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 22)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 66)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 120)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 240)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 5)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 22)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 66)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 120)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 240)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 5)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 22)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 66)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 120)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 240)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 5)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 22)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 66)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 120)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 240)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 5)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 22)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 66)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 120)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 240)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 5)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 22)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 66)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 120)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 240)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 5)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 22)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 66)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 120)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 240)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 5)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 22)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 66)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 120)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 240)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 5)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 22)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 66)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 120)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 240)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 5)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 22)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 66)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 120)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 240)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 5)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 22)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 66)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 120)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 240)',\n",
       " 'winsorize(ts_backfill(anl4_bvps_number, 120), std=4)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 5)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 22)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 66)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 120)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 240)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 5)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 22)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 66)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 120)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 240)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 5)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 22)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 66)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 120)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 240)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 5)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 22)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 66)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 120)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 240)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 5)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 22)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 66)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 120)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 240)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 5)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 22)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 66)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 120)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 240)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 5)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 22)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 66)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 120)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 240)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 5)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 22)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 66)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 120)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 240)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 5)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 22)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 66)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 120)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 240)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 5)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 22)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 66)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 120)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 240)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 5)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 22)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 66)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 120)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 240)',\n",
       " 'winsorize(ts_backfill(anl4_bvps_value, 120), std=4)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 5)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 22)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 66)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 120)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 240)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 5)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 22)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 66)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 120)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 240)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 5)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 22)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 66)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 120)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 240)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 5)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 22)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 66)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 120)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 240)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 5)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 22)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 66)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 120)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 240)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 5)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 22)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 66)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 120)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 240)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 5)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 22)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 66)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 120)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 240)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 5)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 22)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 66)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 120)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 240)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 5)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 22)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 66)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 120)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 240)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 5)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 22)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 66)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 120)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 240)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 5)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 22)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 66)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 120)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 240)',\n",
       " 'winsorize(ts_backfill(anl4_capex_flag, 120), std=4)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 5)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 22)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 66)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 120)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 240)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 5)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 22)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 66)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 120)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 240)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 5)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 22)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 66)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 120)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 240)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 5)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 22)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 66)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 120)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 240)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 5)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 22)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 66)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 120)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 240)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 5)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 22)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 66)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 120)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 240)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 5)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 22)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 66)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 120)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 240)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 5)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 22)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 66)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 120)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 240)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 5)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 22)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 66)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 120)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 240)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 5)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 22)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 66)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 120)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 240)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 5)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 22)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 66)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 120)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 240)',\n",
       " 'winsorize(ts_backfill(anl4_capex_high, 120), std=4)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 5)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 22)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 66)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 120)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 240)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 5)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 22)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 66)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 120)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 240)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 5)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 22)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 66)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 120)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 240)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 5)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 22)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 66)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 120)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 240)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 5)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 22)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 66)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 120)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 240)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 5)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 22)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 66)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 120)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 240)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 5)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 22)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 66)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 120)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 240)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 5)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 22)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 66)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 120)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 240)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 5)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 22)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 66)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 120)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 240)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 5)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 22)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 66)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 120)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 240)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 5)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 22)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 66)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 120)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 240)',\n",
       " 'winsorize(ts_backfill(anl4_capex_low, 120), std=4)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 5)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 22)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 66)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 120)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 240)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 5)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 22)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 66)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 120)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 240)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 5)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 22)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 66)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 120)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 240)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 5)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 22)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 66)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 120)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 240)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 5)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 22)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 66)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 120)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 240)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 5)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 22)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 66)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 120)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 240)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 5)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 22)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 66)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 120)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 240)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 5)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 22)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 66)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 120)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 240)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 5)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 22)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 66)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 120)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 240)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 5)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 22)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 66)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 120)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 240)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 5)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 22)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 66)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 120)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 240)',\n",
       " 'winsorize(ts_backfill(anl4_capex_mean, 120), std=4)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 5)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 22)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 66)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 120)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 240)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 5)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 22)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 66)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 120)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 240)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 5)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 22)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 66)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 120)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 240)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 5)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 22)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 66)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 120)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 240)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 5)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 22)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 66)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 120)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 240)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 5)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 22)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 66)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 120)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 240)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 5)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 22)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 66)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 120)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 240)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 5)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 22)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 66)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 120)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 240)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 5)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 22)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 66)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 120)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 240)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 5)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 22)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 66)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 120)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 240)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 5)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 22)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 66)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 120)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 240)',\n",
       " 'winsorize(ts_backfill(anl4_capex_number, 120), std=4)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 5)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 22)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 66)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 120)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 240)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 5)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 22)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 66)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 120)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 240)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 5)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 22)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 66)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 120)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 240)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 5)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 22)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 66)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 120)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 240)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 5)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 22)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 66)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 120)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 240)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 5)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 22)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 66)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 120)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 240)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 5)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 22)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 66)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 120)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 240)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 5)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 22)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 66)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 120)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 240)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 5)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 22)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 66)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 120)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 240)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 5)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 22)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 66)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 120)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 240)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 5)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 22)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 66)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 120)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 240)',\n",
       " 'winsorize(ts_backfill(anl4_capex_std, 120), std=4)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 5)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 22)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 66)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 120)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 240)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 5)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 22)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 66)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 120)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 240)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 5)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 22)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 66)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 120)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 240)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 5)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 22)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 66)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 120)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 240)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 5)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 22)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 66)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 120)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 240)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 5)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 22)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 66)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 120)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 240)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 5)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 22)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 66)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 120)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 240)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 5)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 22)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 66)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 120)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 240)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 5)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 22)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 66)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 120)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 240)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 5)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 22)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 66)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 120)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 240)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 5)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 22)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 66)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 120)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 240)',\n",
       " 'winsorize(ts_backfill(anl4_capex_value, 120), std=4)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 5)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 22)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 66)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 120)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 240)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 5)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 22)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 66)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 120)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 240)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 5)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 22)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 66)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 120)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 240)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 5)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 22)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 66)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 120)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 240)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 5)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 22)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 66)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 120)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 240)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 5)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 22)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 66)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 120)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 240)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 5)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 22)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 66)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 120)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 240)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 5)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 22)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 66)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 120)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 240)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 5)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 22)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 66)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 120)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 240)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 5)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 22)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 66)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 120)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 240)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 5)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 22)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 66)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 120)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 240)',\n",
       " 'winsorize(ts_backfill(anl4_cff_flag, 120), std=4)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 5)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 22)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 66)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 120)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 240)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 5)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 22)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 66)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 120)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 240)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 5)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 22)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 66)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 120)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 240)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 5)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 22)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 66)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 120)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 240)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 5)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 22)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 66)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 120)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 240)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 5)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 22)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 66)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 120)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 240)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 5)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 22)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 66)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 120)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 240)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 5)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 22)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 66)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 120)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 240)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 5)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 22)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 66)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 120)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 240)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 5)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 22)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 66)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 120)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 240)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 5)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 22)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 66)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 120)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 240)',\n",
       " 'winsorize(ts_backfill(anl4_cff_high, 120), std=4)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 5)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 22)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 66)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 120)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 240)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 5)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 22)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 66)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 120)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 240)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 5)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 22)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 66)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 120)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 240)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 5)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 22)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 66)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 120)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 240)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 5)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 22)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 66)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 120)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 240)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 5)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 22)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 66)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 120)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 240)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 5)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 22)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 66)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 120)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 240)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 5)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 22)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 66)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 120)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 240)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 5)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 22)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 66)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 120)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 240)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 5)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 22)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 66)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 120)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 240)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 5)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 22)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 66)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 120)',\n",
       " 'ts_quantile(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 240)',\n",
       " 'winsorize(ts_backfill(anl4_cff_low, 120), std=4)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 5)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 22)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 66)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 120)',\n",
       " 'ts_rank(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 240)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 5)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 22)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 66)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 120)',\n",
       " 'ts_zscore(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 240)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 5)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 22)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 66)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 120)',\n",
       " 'ts_delta(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 240)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 5)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 22)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 66)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 120)',\n",
       " 'ts_sum(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 240)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 5)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 22)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 66)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 120)',\n",
       " 'ts_delay(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 240)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 5)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 22)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 66)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 120)',\n",
       " 'ts_std_dev(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 240)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 5)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 22)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 66)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 120)',\n",
       " 'ts_mean(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 240)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 5)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 22)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 66)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 120)',\n",
       " 'ts_arg_min(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 240)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 5)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 22)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 66)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 120)',\n",
       " 'ts_arg_max(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 240)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 5)',\n",
       " 'ts_scale(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 22)',\n",
       " ...]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "first_order = miner.first_order_factory(pc_fields, miner.ts_ops)\n",
    "print(\"生产表达式数量: %s\"%len(first_order))\n",
    "first_order"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "118d5005",
   "metadata": {},
   "source": [
    "## 2. 回测前处理\n",
    "\n",
    "1. alpha表达式与初始decay配对\n",
    "2. 乱序处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "849705ba",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "处理后数量: 27888\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[('winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 5)',\n",
       "  6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 22)',\n",
       "  6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 66)',\n",
       "  6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 120)',\n",
       "  6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240)',\n",
       "  6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 5)',\n",
       "  6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 22)',\n",
       "  6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 66)',\n",
       "  6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 120)',\n",
       "  6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240)',\n",
       "  6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 5)',\n",
       "  6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 22)',\n",
       "  6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 66)',\n",
       "  6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 120)',\n",
       "  6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240)',\n",
       "  6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 5)',\n",
       "  6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 22)',\n",
       "  6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 66)',\n",
       "  6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 120)',\n",
       "  6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240)',\n",
       "  6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 5)',\n",
       "  6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 22)',\n",
       "  6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 66)',\n",
       "  6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 120)',\n",
       "  6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240)',\n",
       "  6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 5)',\n",
       "  6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 22)',\n",
       "  6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 66)',\n",
       "  6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 120)',\n",
       "  6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240)',\n",
       "  6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 5)',\n",
       "  6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 22)',\n",
       "  6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 66)',\n",
       "  6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 120)',\n",
       "  6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240)',\n",
       "  6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 5)',\n",
       "  6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 22)',\n",
       "  6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 66)',\n",
       "  6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 120)',\n",
       "  6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240)',\n",
       "  6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 5)',\n",
       "  6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 22)',\n",
       "  6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 66)',\n",
       "  6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 120)',\n",
       "  6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240)',\n",
       "  6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 5)',\n",
       "  6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 22)',\n",
       "  6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 66)',\n",
       "  6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 120)',\n",
       "  6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240)',\n",
       "  6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 5)',\n",
       "  6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 22)',\n",
       "  6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 66)',\n",
       "  6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 120)',\n",
       "  6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240)',\n",
       "  6),\n",
       " ('winsorize(ts_backfill(anl4_bvps_flag, 120), std=4)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 5)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 22)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 66)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 120)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 240)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 5)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 22)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 66)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 120)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 240)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 5)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 22)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 66)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 120)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 240)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 5)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 22)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 66)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 120)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 240)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 5)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 22)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 66)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 120)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 240)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 5)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 22)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 66)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 120)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 240)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 5)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 22)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 66)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 120)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 240)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 5)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 22)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 66)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 120)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 240)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 5)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 22)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 66)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 120)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 240)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 5)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 22)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 66)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 120)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 240)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 5)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 22)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 66)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 120)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 240)', 6),\n",
       " ('winsorize(ts_backfill(anl4_bvps_high, 120), std=4)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 5)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 22)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 66)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 120)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 240)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 5)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 22)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 66)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 120)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 240)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 5)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 22)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 66)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 120)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 240)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 5)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 22)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 66)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 120)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 240)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 5)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 22)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 66)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 120)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 240)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 5)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 22)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 66)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 120)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 240)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 5)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 22)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 66)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 120)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 240)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 5)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 22)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 66)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 120)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 240)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 5)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 22)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 66)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 120)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 240)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 5)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 22)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 66)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 120)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 240)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 5)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 22)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 66)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 120)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 240)', 6),\n",
       " ('winsorize(ts_backfill(anl4_bvps_low, 120), std=4)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 5)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 22)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 66)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 120)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 240)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 5)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 22)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 66)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 120)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 240)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 5)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 22)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 66)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 120)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 240)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 5)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 22)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 66)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 120)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 240)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 5)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 22)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 66)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 120)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 240)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 5)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 22)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 66)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 120)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 240)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 5)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 22)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 66)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 120)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 240)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 5)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 22)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 66)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 120)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 240)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 5)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 22)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 66)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 120)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 240)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 5)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 22)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 66)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 120)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 240)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 5)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 22)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 66)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 120)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 240)', 6),\n",
       " ('winsorize(ts_backfill(anl4_bvps_mean, 120), std=4)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 5)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 22)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 66)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 120)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 240)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 5)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 22)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 66)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 120)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 240)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 5)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 22)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 66)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 120)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 240)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 5)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 22)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 66)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 120)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 240)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 5)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 22)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 66)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 120)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 240)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 5)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 22)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 66)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 120)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 240)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 5)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 22)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 66)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 120)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 240)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 5)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 22)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 66)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 120)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 240)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 5)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 22)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 66)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 120)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 240)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 5)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 22)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 66)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 120)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 240)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 5)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 22)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 66)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 120)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 240)', 6),\n",
       " ('winsorize(ts_backfill(anl4_bvps_median, 120), std=4)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 5)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 22)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 66)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 120)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 240)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 5)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 22)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 66)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 120)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 240)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 5)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 22)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 66)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 120)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 240)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 5)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 22)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 66)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 120)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 240)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 5)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 22)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 66)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 120)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 240)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 5)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 22)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 66)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 120)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 240)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 5)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 22)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 66)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 120)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 240)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 5)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 22)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 66)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 120)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 240)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 5)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 22)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 66)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 120)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 240)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 5)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 22)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 66)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 120)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 240)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 5)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 22)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 66)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 120)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 240)', 6),\n",
       " ('winsorize(ts_backfill(anl4_bvps_number, 120), std=4)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 5)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 22)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 66)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 120)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 240)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 5)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 22)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 66)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 120)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 240)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 5)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 22)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 66)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 120)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 240)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 5)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 22)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 66)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 120)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 240)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 5)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 22)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 66)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 120)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 240)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 5)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 22)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 66)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 120)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 240)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 5)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 22)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 66)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 120)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 240)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 5)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 22)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 66)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 120)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 240)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 5)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 22)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 66)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 120)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 240)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 5)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 22)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 66)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 120)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 240)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 5)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 22)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 66)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 120)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 240)', 6),\n",
       " ('winsorize(ts_backfill(anl4_bvps_value, 120), std=4)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 5)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 22)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 66)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 120)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 240)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 5)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 22)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 66)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 120)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 240)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 5)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 22)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 66)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 120)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 240)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 5)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 22)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 66)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 120)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 240)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 5)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 22)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 66)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 120)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 240)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 5)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 22)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 66)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 120)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 240)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 5)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 22)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 66)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 120)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 240)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 5)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 22)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 66)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 120)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 240)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 5)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 22)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 66)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 120)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 240)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 5)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 22)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 66)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 120)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 240)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 5)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 22)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 66)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 120)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 240)', 6),\n",
       " ('winsorize(ts_backfill(anl4_capex_flag, 120), std=4)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 5)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 22)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 66)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 120)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 240)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 5)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 22)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 66)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 120)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 240)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 5)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 22)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 66)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 120)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 240)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 5)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 22)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 66)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 120)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 240)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 5)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 22)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 66)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 120)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 240)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 5)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 22)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 66)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 120)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 240)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 5)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 22)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 66)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 120)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 240)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 5)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 22)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 66)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 120)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 240)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 5)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 22)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 66)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 120)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 240)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 5)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 22)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 66)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 120)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 240)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 5)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 22)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 66)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 120)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 240)', 6),\n",
       " ('winsorize(ts_backfill(anl4_capex_high, 120), std=4)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 5)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 22)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 66)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 120)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 240)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 5)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 22)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 66)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 120)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 240)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 5)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 22)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 66)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 120)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 240)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 5)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 22)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 66)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 120)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 240)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 5)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 22)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 66)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 120)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 240)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 5)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 22)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 66)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 120)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 240)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 5)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 22)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 66)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 120)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 240)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 5)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 22)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 66)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 120)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 240)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 5)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 22)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 66)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 120)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 240)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 5)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 22)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 66)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 120)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 240)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 5)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 22)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 66)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 120)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 240)', 6),\n",
       " ('winsorize(ts_backfill(anl4_capex_low, 120), std=4)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 5)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 22)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 66)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 120)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 240)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 5)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 22)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 66)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 120)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 240)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 5)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 22)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 66)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 120)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 240)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 5)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 22)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 66)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 120)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 240)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 5)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 22)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 66)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 120)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 240)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 5)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 22)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 66)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 120)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 240)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 5)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 22)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 66)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 120)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 240)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 5)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 22)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 66)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 120)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 240)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 5)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 22)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 66)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 120)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 240)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 5)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 22)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 66)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 120)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 240)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 5)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 22)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 66)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 120)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 240)', 6),\n",
       " ('winsorize(ts_backfill(anl4_capex_mean, 120), std=4)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 5)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 22)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 66)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 120)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 240)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 5)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 22)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 66)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 120)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 240)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 5)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 22)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 66)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 120)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 240)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 5)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 22)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 66)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 120)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 240)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 5)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 22)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 66)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 120)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 240)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 5)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 22)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 66)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 120)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 240)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 5)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 22)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 66)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 120)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 240)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 5)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 22)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 66)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 120)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 240)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 5)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 22)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 66)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 120)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 240)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 5)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 22)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 66)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 120)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 240)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 5)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 22)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 66)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 120)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 240)', 6),\n",
       " ('winsorize(ts_backfill(anl4_capex_number, 120), std=4)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 5)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 22)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 66)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 120)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 240)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 5)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 22)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 66)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 120)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 240)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 5)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 22)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 66)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 120)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 240)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 5)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 22)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 66)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 120)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 240)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 5)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 22)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 66)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 120)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 240)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 5)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 22)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 66)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 120)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 240)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 5)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 22)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 66)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 120)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 240)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 5)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 22)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 66)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 120)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 240)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 5)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 22)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 66)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 120)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 240)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 5)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 22)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 66)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 120)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 240)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 5)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 22)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 66)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 120)',\n",
       "  6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 240)',\n",
       "  6),\n",
       " ('winsorize(ts_backfill(anl4_capex_std, 120), std=4)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 5)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 22)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 66)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 120)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 240)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 5)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 22)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 66)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 120)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 240)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 5)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 22)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 66)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 120)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 240)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 5)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 22)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 66)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 120)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 240)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 5)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 22)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 66)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 120)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 240)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 5)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 22)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 66)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 120)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 240)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 5)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 22)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 66)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 120)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 240)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 5)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 22)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 66)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 120)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 240)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 5)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 22)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 66)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 120)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 240)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 5)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 22)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 66)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 120)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 240)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 5)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 22)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 66)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 120)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 240)', 6),\n",
       " ('winsorize(ts_backfill(anl4_capex_value, 120), std=4)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 5)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 22)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 66)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 120)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 240)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 5)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 22)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 66)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 120)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 240)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 5)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 22)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 66)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 120)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 240)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 5)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 22)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 66)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 120)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 240)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 5)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 22)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 66)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 120)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 240)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 5)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 22)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 66)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 120)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 240)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 5)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 22)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 66)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 120)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 240)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 5)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 22)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 66)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 120)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 240)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 5)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 22)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 66)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 120)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 240)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 5)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 22)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 66)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 120)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 240)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 5)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 22)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 66)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 120)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 240)', 6),\n",
       " ('winsorize(ts_backfill(anl4_cff_flag, 120), std=4)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 5)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 22)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 66)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 120)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 240)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 5)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 22)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 66)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 120)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 240)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 5)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 22)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 66)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 120)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 240)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 5)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 22)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 66)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 120)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 240)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 5)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 22)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 66)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 120)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 240)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 5)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 22)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 66)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 120)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 240)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 5)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 22)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 66)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 120)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 240)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 5)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 22)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 66)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 120)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 240)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 5)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 22)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 66)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 120)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 240)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 5)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 22)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 66)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 120)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 240)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 5)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 22)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 66)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 120)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 240)', 6),\n",
       " ('winsorize(ts_backfill(anl4_cff_high, 120), std=4)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 5)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 22)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 66)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 120)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 240)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 5)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 22)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 66)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 120)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 240)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 5)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 22)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 66)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 120)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 240)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 5)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 22)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 66)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 120)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 240)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 5)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 22)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 66)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 120)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 240)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 5)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 22)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 66)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 120)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 240)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 5)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 22)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 66)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 120)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 240)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 5)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 22)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 66)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 120)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 240)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 5)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 22)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 66)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 120)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 240)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 5)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 22)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 66)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 120)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 240)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 5)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 22)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 66)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 120)', 6),\n",
       " ('ts_quantile(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 240)', 6),\n",
       " ('winsorize(ts_backfill(anl4_cff_low, 120), std=4)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 5)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 22)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 66)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 120)', 6),\n",
       " ('ts_rank(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 240)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 5)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 22)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 66)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 120)', 6),\n",
       " ('ts_zscore(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 240)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 5)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 22)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 66)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 120)', 6),\n",
       " ('ts_delta(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 240)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 5)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 22)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 66)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 120)', 6),\n",
       " ('ts_sum(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 240)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 5)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 22)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 66)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 120)', 6),\n",
       " ('ts_delay(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 240)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 5)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 22)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 66)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 120)', 6),\n",
       " ('ts_std_dev(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 240)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 5)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 22)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 66)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 120)', 6),\n",
       " ('ts_mean(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 240)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 5)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 22)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 66)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 120)', 6),\n",
       " ('ts_arg_min(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 240)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 5)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 22)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 66)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 120)', 6),\n",
       " ('ts_arg_max(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 240)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 5)', 6),\n",
       " ('ts_scale(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 22)', 6),\n",
       " ...]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 赋予alpha表达式一个初始decay\n",
    "init_decay = 6\n",
    "fo_alpha_list = []\n",
    "for alpha in first_order:\n",
    "   fo_alpha_list.append((alpha, init_decay))\n",
    "\n",
    "# 随机采样快速评估一个数据集的潜力\n",
    "# import random\n",
    "# random.shuffle(fo_alpha_list)\n",
    "\n",
    "print(\"处理后数量: %s\"%len(fo_alpha_list))\n",
    "fo_alpha_list"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6036ef7",
   "metadata": {},
   "source": [
    "## 3. 载入任务池"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "450df26d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "任务数：9296\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[[('winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 5)',\n",
       "   6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 22)',\n",
       "   6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 66)',\n",
       "   6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 120)',\n",
       "   6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240)',\n",
       "   6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 5)',\n",
       "   6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 22)',\n",
       "   6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 66)',\n",
       "   6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 120)',\n",
       "   6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240)',\n",
       "   6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 5)',\n",
       "   6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 22)',\n",
       "   6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 66)',\n",
       "   6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 120)',\n",
       "   6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240)',\n",
       "   6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 5)',\n",
       "   6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 22)',\n",
       "   6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 66)',\n",
       "   6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 120)',\n",
       "   6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240)',\n",
       "   6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 5)',\n",
       "   6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 22)',\n",
       "   6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 66)',\n",
       "   6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 120)',\n",
       "   6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240)',\n",
       "   6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 5)',\n",
       "   6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 22)',\n",
       "   6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 66)',\n",
       "   6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 120)',\n",
       "   6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240)',\n",
       "   6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 5)',\n",
       "   6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 22)',\n",
       "   6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 66)',\n",
       "   6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 120)',\n",
       "   6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240)',\n",
       "   6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 5)',\n",
       "   6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 22)',\n",
       "   6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 66)',\n",
       "   6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 120)',\n",
       "   6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240)',\n",
       "   6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 5)',\n",
       "   6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 22)',\n",
       "   6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 66)',\n",
       "   6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 120)',\n",
       "   6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240)',\n",
       "   6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 5)',\n",
       "   6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 22)',\n",
       "   6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 66)',\n",
       "   6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 120)',\n",
       "   6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240)',\n",
       "   6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 5)',\n",
       "   6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 22)',\n",
       "   6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 66)',\n",
       "   6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 120)',\n",
       "   6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240)',\n",
       "   6),\n",
       "  ('winsorize(ts_backfill(anl4_bvps_flag, 120), std=4)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 66)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 5)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 120)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 22)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 240)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 66)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 5)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 120)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 22)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 240)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 66)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 5)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 120)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 22)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 240)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 66)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 5)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 120)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_bvps_flag, 120), std=4), 240)', 6),\n",
       "  ('winsorize(ts_backfill(anl4_bvps_high, 120), std=4)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 5)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 22)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 66)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 120)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 240)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 5)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 22)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 66)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 120)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 240)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 5)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 22)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 66)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 120)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 240)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 5)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 22)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 66)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 120)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 240)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 5)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 22)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 66)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 120)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 240)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 5)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 22)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 66)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 120)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 240)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 5)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 22)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 66)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 120)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 22)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 240)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 66)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 240)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 5)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 22)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 66)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 120)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 240)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 5)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 22)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 66)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 120)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_bvps_high, 120), std=4), 240)', 6)],\n",
       " [('winsorize(ts_backfill(anl4_bvps_low, 120), std=4)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 5)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 22)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 66)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 120)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 240)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 5)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 22)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 66)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 120)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 240)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 5)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 22)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 66)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 120)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 240)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 5)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 22)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 66)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 120)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 240)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 5)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 22)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 66)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 120)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 240)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 5)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 22)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 66)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 120)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 240)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 5)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 22)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 66)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 120)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 240)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 66)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 5)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 120)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 240)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 5)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 22)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 66)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 120)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 240)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 5)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 22)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 66)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 120)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_bvps_low, 120), std=4), 240)', 6),\n",
       "  ('winsorize(ts_backfill(anl4_bvps_mean, 120), std=4)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 66)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 240)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 5)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 120)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 240)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 22)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 240)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 66)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 240)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 5)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 120)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 240)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 22)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 240)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 66)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 5)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 120)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 22)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 240)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 66)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 240)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 5)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 120)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_bvps_mean, 120), std=4), 240)', 6),\n",
       "  ('winsorize(ts_backfill(anl4_bvps_median, 120), std=4)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 5)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 22)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 66)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 120)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 240)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 5)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 22)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 66)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 120)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 240)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 5)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 22)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 66)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 120)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 240)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 5)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 22)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 66)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 120)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 240)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 5)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 22)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 66)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 120)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 240)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 5)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 22)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 66)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 120)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 240)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 5)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 22)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 66)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 120)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 22)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 240)',\n",
       "   6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 66)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 240)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 5)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 22)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 66)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 120)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 240)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 5)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 22)',\n",
       "   6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 66)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 120)',\n",
       "   6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_bvps_median, 120), std=4), 240)',\n",
       "   6)],\n",
       " [('winsorize(ts_backfill(anl4_bvps_number, 120), std=4)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 5)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 22)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 66)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 120)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 240)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 5)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 22)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 66)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 120)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 240)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 5)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 22)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 66)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 120)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 240)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 5)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 22)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 66)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 120)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 240)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 5)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 22)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 66)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 120)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 240)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 5)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 22)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 66)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 120)',\n",
       "   6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 240)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 5)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 22)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 66)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 120)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 240)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 66)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 5)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 120)',\n",
       "   6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 240)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 5)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 22)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 66)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 120)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 240)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 5)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 22)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 66)',\n",
       "   6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 120)',\n",
       "   6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_bvps_number, 120), std=4), 240)',\n",
       "   6),\n",
       "  ('winsorize(ts_backfill(anl4_bvps_value, 120), std=4)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 5)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 22)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 66)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 120)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 240)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 5)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 22)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 66)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 120)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 240)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 5)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 22)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 66)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 120)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 240)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 5)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 22)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 66)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 120)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 240)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 5)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 22)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 66)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 120)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 240)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 5)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 22)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 66)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 120)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 240)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 5)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 22)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 66)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 120)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 5)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 120)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 22)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 240)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 5)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 22)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 66)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 120)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 240)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 5)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 22)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 66)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 120)',\n",
       "   6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_bvps_value, 120), std=4), 240)', 6),\n",
       "  ('winsorize(ts_backfill(anl4_capex_flag, 120), std=4)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 5)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 120)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 22)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 240)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 66)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 5)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 120)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 22)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 240)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 66)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 5)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 120)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 22)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 240)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 66)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 5)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 120)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 22)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_capex_flag, 120), std=4), 240)',\n",
       "   6)],\n",
       " [('winsorize(ts_backfill(anl4_capex_high, 120), std=4)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 5)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 22)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 66)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 120)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 240)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 5)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 22)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 66)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 120)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 240)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 5)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 22)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 66)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 120)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 240)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 5)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 22)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 66)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 120)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 240)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 5)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 22)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 66)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 120)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 240)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 5)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 22)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 66)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 120)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 240)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 5)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 22)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 66)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 120)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 240)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 66)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 5)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 120)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 240)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 5)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 22)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 66)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 120)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 240)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 5)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 22)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 66)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 120)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_capex_high, 120), std=4), 240)', 6),\n",
       "  ('winsorize(ts_backfill(anl4_capex_low, 120), std=4)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 5)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 22)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 66)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 120)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 240)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 5)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 22)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 66)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 120)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 240)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 5)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 22)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 66)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 120)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 240)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 5)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 22)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 66)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 120)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 240)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 5)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 22)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 66)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 120)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 240)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 5)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 22)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 66)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 120)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 240)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 5)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 22)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 66)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 120)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 5)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 120)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 22)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 240)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 5)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 22)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 66)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 120)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 240)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 5)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 22)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 66)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 120)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_capex_low, 120), std=4), 240)', 6),\n",
       "  ('winsorize(ts_backfill(anl4_capex_mean, 120), std=4)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 5)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 120)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 240)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 22)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 240)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 66)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 240)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 5)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 120)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 240)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 22)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 240)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 66)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 240)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 5)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 120)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 22)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 240)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 66)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 240)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 5)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 120)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 240)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 22)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_capex_mean, 120), std=4), 240)',\n",
       "   6)],\n",
       " [('winsorize(ts_backfill(anl4_capex_number, 120), std=4)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 5)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 22)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 66)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 120)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 240)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 5)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 22)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 66)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 120)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 240)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 5)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 22)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 66)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 120)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 240)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 5)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 22)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 66)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 120)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 240)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 5)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 22)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 66)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 120)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 240)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 5)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 22)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 66)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 120)',\n",
       "   6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 240)',\n",
       "   6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 5)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 22)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 66)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 120)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 240)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 66)',\n",
       "   6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 120)',\n",
       "   6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 240)',\n",
       "   6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 5)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 120)',\n",
       "   6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 240)',\n",
       "   6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 5)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 22)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 66)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 120)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 240)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 5)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 22)',\n",
       "   6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 66)',\n",
       "   6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 120)',\n",
       "   6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_capex_number, 120), std=4), 240)',\n",
       "   6),\n",
       "  ('winsorize(ts_backfill(anl4_capex_std, 120), std=4)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 5)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 22)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 66)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 120)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 240)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 5)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 22)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 66)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 120)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 240)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 5)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 22)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 66)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 120)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 240)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 5)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 22)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 66)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 120)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 240)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 5)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 22)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 66)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 120)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 240)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 5)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 22)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 66)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 120)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 240)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 5)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 22)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 66)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 120)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 5)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 120)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 22)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 240)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 5)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 22)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 66)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 120)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 240)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 5)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 22)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 66)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 120)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_capex_std, 120), std=4), 240)', 6),\n",
       "  ('winsorize(ts_backfill(anl4_capex_value, 120), std=4)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 5)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 22)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 66)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 120)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 240)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 5)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 22)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 66)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 120)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 240)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 5)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 22)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 66)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 120)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 240)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 5)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 22)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 66)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 120)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 240)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 5)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 22)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 66)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 120)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 240)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 5)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 22)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 66)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 120)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 240)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 5)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 22)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 66)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 120)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 22)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 240)',\n",
       "   6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 66)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 240)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 5)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 22)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 66)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 120)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 240)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 5)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 22)',\n",
       "   6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 66)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 120)',\n",
       "   6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_capex_value, 120), std=4), 240)',\n",
       "   6)],\n",
       " [('winsorize(ts_backfill(anl4_cff_flag, 120), std=4)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 22)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 240)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 66)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 5)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 120)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 22)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 240)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 66)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 5)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 120)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 22)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 240)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 66)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 5)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 120)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 22)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 240)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 66)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cff_flag, 120), std=4), 240)', 6),\n",
       "  ('winsorize(ts_backfill(anl4_cff_high, 120), std=4)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 5)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 22)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 66)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 120)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 240)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 5)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 22)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 66)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 120)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 240)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 5)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 22)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 66)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 120)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 240)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 5)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 22)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 66)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 120)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 240)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 5)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 22)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 66)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 120)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 240)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 5)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 22)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 66)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 120)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 240)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 5)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 22)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 66)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 120)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 5)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 120)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 22)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 240)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 5)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 22)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 66)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 120)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 240)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 5)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 22)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 66)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 120)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_cff_high, 120), std=4), 240)', 6),\n",
       "  ('winsorize(ts_backfill(anl4_cff_low, 120), std=4)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 5)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 22)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 66)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 120)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 240)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 5)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 22)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 66)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 120)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 240)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 5)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 22)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 66)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 120)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 240)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 5)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 22)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 66)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 120)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 240)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 5)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 22)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 66)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 120)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 240)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 5)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 22)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 66)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 120)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 240)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 5)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 22)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 66)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 120)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 22)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 240)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 66)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 240)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 5)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 22)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 66)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 120)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 240)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 5)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 22)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 66)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 120)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cff_low, 120), std=4), 240)', 6)],\n",
       " [('winsorize(ts_backfill(anl4_cff_mean, 120), std=4)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 22)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 240)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 66)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 240)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 5)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 120)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 240)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 22)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 240)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 66)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 240)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 5)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 120)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 240)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 22)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 240)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 66)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 5)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 120)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 240)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 22)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 240)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 66)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cff_mean, 120), std=4), 240)', 6),\n",
       "  ('winsorize(ts_backfill(anl4_cff_median, 120), std=4)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 5)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 22)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 66)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 120)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 240)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 5)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 22)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 66)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 120)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 240)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 5)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 22)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 66)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 120)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 240)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 5)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 22)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 66)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 120)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 240)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 5)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 22)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 66)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 120)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 240)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 5)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 22)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 66)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 120)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 240)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 5)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 22)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 66)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 120)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 5)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 120)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 22)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 240)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 5)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 22)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 66)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 120)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 240)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 5)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 22)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 66)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 120)',\n",
       "   6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_cff_median, 120), std=4), 240)', 6),\n",
       "  ('winsorize(ts_backfill(anl4_cff_number, 120), std=4)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 5)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 22)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 66)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 120)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 240)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 5)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 22)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 66)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 120)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 240)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 5)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 22)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 66)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 120)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 240)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 5)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 22)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 66)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 120)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 240)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 5)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 22)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 66)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 120)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 240)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 5)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 22)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 66)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 120)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 240)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 5)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 22)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 66)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 120)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 22)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 240)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 66)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 240)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 5)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 22)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 66)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 120)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 240)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 5)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 22)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 66)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 120)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cff_number, 120), std=4), 240)',\n",
       "   6)],\n",
       " [('winsorize(ts_backfill(anl4_cff_value, 120), std=4)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 5)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 22)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 66)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 120)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 240)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 5)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 22)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 66)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 120)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 240)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 5)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 22)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 66)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 120)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 240)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 5)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 22)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 66)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 120)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 240)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 5)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 22)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 66)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 120)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 240)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 5)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 22)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 66)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 120)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 240)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 5)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 22)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 66)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 120)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 240)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 66)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 5)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 120)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 240)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 5)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 22)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 66)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 120)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 240)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 5)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 22)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 66)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 120)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cff_value, 120), std=4), 240)', 6),\n",
       "  ('winsorize(ts_backfill(anl4_cfi_flag, 120), std=4)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 66)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 5)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 120)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 22)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 240)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 66)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 5)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 120)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 22)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 240)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 66)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 5)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 120)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 22)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 240)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 66)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 5)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 120)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_cfi_flag, 120), std=4), 240)', 6),\n",
       "  ('winsorize(ts_backfill(anl4_cfi_high, 120), std=4)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 5)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 22)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 66)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 120)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 240)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 5)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 22)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 66)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 120)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 240)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 5)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 22)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 66)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 120)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 240)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 5)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 22)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 66)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 120)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 240)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 5)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 22)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 66)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 120)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 240)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 5)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 22)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 66)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 120)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 240)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 5)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 22)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 66)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 120)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 22)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 240)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 66)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 240)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 5)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 22)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 66)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 120)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 240)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 5)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 22)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 66)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 120)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cfi_high, 120), std=4), 240)', 6)],\n",
       " [('winsorize(ts_backfill(anl4_cfi_low, 120), std=4)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 5)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 22)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 66)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 120)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 240)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 5)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 22)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 66)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 120)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 240)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 5)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 22)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 66)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 120)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 240)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 5)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 22)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 66)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 120)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 240)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 5)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 22)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 66)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 120)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 240)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 5)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 22)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 66)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 120)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 240)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 5)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 22)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 66)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 120)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 240)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 66)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 5)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 120)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 240)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 5)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 22)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 66)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 120)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 240)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 5)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 22)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 66)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 120)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cfi_low, 120), std=4), 240)', 6),\n",
       "  ('winsorize(ts_backfill(anl4_cfi_mean, 120), std=4)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 66)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 240)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 5)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 120)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 240)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 22)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 240)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 66)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 240)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 5)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 120)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 240)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 22)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 240)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 66)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 5)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 120)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 22)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 240)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 66)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 240)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 5)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 120)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_cfi_mean, 120), std=4), 240)', 6),\n",
       "  ('winsorize(ts_backfill(anl4_cfi_median, 120), std=4)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 5)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 22)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 66)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 120)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 240)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 5)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 22)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 66)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 120)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 240)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 5)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 22)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 66)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 120)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 240)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 5)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 22)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 66)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 120)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 240)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 5)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 22)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 66)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 120)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 240)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 5)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 22)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 66)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 120)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 240)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 5)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 22)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 66)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 120)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 22)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 240)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 66)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 240)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 5)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 22)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 66)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 120)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 240)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 5)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 22)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 66)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 120)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cfi_median, 120), std=4), 240)',\n",
       "   6)],\n",
       " [('winsorize(ts_backfill(anl4_cfi_number, 120), std=4)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 5)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 22)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 66)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 120)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 240)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 5)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 22)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 66)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 120)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 240)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 5)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 22)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 66)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 120)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 240)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 5)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 22)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 66)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 120)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 240)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 5)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 22)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 66)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 120)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 240)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 5)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 22)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 66)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 120)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 240)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 5)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 22)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 66)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 120)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 240)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 66)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 5)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 120)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 240)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 5)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 22)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 66)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 120)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 240)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 5)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 22)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 66)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 120)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cfi_number, 120), std=4), 240)', 6),\n",
       "  ('winsorize(ts_backfill(anl4_cfi_value, 120), std=4)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 5)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 22)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 66)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 120)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 240)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 5)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 22)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 66)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 120)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 240)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 5)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 22)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 66)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 120)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 240)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 5)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 22)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 66)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 120)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 240)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 5)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 22)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 66)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 120)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 240)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 5)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 22)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 66)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 120)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 240)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 5)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 22)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 66)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 120)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 5)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 120)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 22)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 240)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 5)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 22)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 66)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 120)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 240)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 5)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 22)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 66)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 120)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_cfi_value, 120), std=4), 240)', 6),\n",
       "  ('winsorize(ts_backfill(anl4_cfo_flag, 120), std=4)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 5)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 120)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 22)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 240)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 66)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 5)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 120)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 22)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 240)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 66)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 5)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 120)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 22)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 240)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 66)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 5)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 120)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 22)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cfo_flag, 120), std=4), 240)', 6)],\n",
       " [('winsorize(ts_backfill(anl4_cfo_high, 120), std=4)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 5)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 22)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 66)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 120)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 240)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 5)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 22)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 66)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 120)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 240)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 5)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 22)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 66)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 120)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 240)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 5)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 22)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 66)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 120)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 240)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 5)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 22)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 66)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 120)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 240)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 5)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 22)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 66)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 120)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 240)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 5)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 22)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 66)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 120)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 240)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 66)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 5)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 120)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 240)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 5)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 22)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 66)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 120)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 240)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 5)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 22)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 66)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 120)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cfo_high, 120), std=4), 240)', 6),\n",
       "  ('winsorize(ts_backfill(anl4_cfo_low, 120), std=4)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 5)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 22)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 66)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 120)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 240)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 5)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 22)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 66)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 120)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 240)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 5)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 22)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 66)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 120)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 240)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 5)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 22)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 66)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 120)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 240)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 5)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 22)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 66)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 120)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 240)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 5)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 22)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 66)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 120)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 240)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 5)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 22)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 66)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 120)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 5)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 120)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 22)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 240)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 5)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 22)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 66)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 120)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 240)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 5)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 22)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 66)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 120)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_cfo_low, 120), std=4), 240)', 6),\n",
       "  ('winsorize(ts_backfill(anl4_cfo_mean, 120), std=4)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 5)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 120)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 240)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 22)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 240)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 66)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 240)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 5)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 120)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 240)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 22)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 240)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 66)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 240)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 5)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 120)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 22)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 240)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 66)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 240)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 5)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 120)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 240)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 22)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cfo_mean, 120), std=4), 240)', 6)],\n",
       " [('winsorize(ts_backfill(anl4_cfo_median, 120), std=4)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 5)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 22)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 66)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 120)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 240)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 5)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 22)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 66)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 120)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 240)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 5)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 22)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 66)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 120)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 240)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 5)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 22)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 66)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 120)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 240)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 5)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 22)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 66)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 120)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 240)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 5)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 22)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 66)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 120)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 240)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 5)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 22)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 66)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 120)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 240)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 66)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 5)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 120)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 240)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 5)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 22)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 66)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 120)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 240)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 5)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 22)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 66)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 120)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cfo_median, 120), std=4), 240)', 6),\n",
       "  ('winsorize(ts_backfill(anl4_cfo_number, 120), std=4)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 5)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 22)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 66)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 120)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 240)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 5)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 22)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 66)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 120)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 240)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 5)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 22)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 66)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 120)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 240)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 5)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 22)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 66)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 120)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 240)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 5)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 22)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 66)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 120)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 240)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 5)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 22)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 66)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 120)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 240)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 5)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 22)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 66)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 120)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 5)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 120)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 22)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 240)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 5)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 22)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 66)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 120)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 240)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 5)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 22)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 66)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 120)',\n",
       "   6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_cfo_number, 120), std=4), 240)', 6),\n",
       "  ('winsorize(ts_backfill(anl4_cfo_value, 120), std=4)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 5)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 22)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 66)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 120)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 240)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 5)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 22)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 66)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 120)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 240)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 5)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 22)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 66)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 120)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 240)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 5)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 22)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 66)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 120)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 240)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 5)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 22)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 66)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 120)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 240)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 5)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 22)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 66)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 120)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 240)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 5)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 22)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 66)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 120)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 22)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 240)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 66)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 240)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 5)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 22)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 66)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 120)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 240)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 5)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 22)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 66)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 120)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_cfo_value, 120), std=4), 240)', 6)],\n",
       " [('winsorize(ts_backfill(anl4_dts_ptp, 120), std=4)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 5)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 22)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 66)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 120)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 240)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 5)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 22)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 66)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 120)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 240)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 5)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 22)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 66)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 120)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 240)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 5)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 22)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 66)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 120)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 240)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 5)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 22)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 66)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 120)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 240)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 5)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 22)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 66)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 120)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 240)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 5)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 22)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 66)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 120)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 240)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 66)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 5)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 120)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 240)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 5)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 22)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 66)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 120)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 240)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 5)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 22)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 66)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 120)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_dts_ptp, 120), std=4), 240)', 6),\n",
       "  ('winsorize(ts_backfill(anl4_dts_rspe, 120), std=4)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 5)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 22)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 66)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 120)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 240)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 5)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 22)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 66)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 120)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 240)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 5)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 22)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 66)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 120)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 240)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 5)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 22)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 66)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 120)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 240)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 5)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 22)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 66)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 120)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 240)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 5)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 22)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 66)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 120)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 240)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 5)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 22)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 66)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 120)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 5)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 120)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 22)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 240)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 5)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 22)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 66)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 120)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 240)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 5)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 22)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 66)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 120)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_dts_rspe, 120), std=4), 240)', 6),\n",
       "  ('winsorize(ts_backfill(anl4_ebit_high, 120), std=4)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 5)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 22)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 66)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 120)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 240)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 5)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 22)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 66)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 120)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 240)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 5)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 22)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 66)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 120)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 240)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 5)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 22)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 66)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 120)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 240)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 5)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 22)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 66)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 120)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 240)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 5)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 22)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 66)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 120)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 240)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 5)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 22)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 66)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 120)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 22)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 240)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 66)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 240)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 5)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 22)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 66)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 120)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 240)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 5)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 22)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 66)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 120)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_ebit_high, 120), std=4), 240)', 6)],\n",
       " [('winsorize(ts_backfill(anl4_ebit_low, 120), std=4)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 5)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 22)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 66)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 120)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 240)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 5)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 22)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 66)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 120)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 240)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 5)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 22)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 66)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 120)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 240)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 5)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 22)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 66)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 120)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 240)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 5)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 22)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 66)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 120)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 240)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 5)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 22)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 66)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 120)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 240)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 5)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 22)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 66)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 120)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 240)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 66)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 5)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 120)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 240)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 5)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 22)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 66)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 120)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 240)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 5)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 22)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 66)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 120)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_ebit_low, 120), std=4), 240)', 6),\n",
       "  ('winsorize(ts_backfill(anl4_ebit_mean, 120), std=4)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 66)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 240)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 5)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 120)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 240)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 22)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 240)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 66)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 240)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 5)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 120)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 240)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 22)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 240)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 66)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 5)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 120)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 22)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 240)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 66)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 240)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 5)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 120)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_ebit_mean, 120), std=4), 240)', 6),\n",
       "  ('winsorize(ts_backfill(anl4_ebit_median, 120), std=4)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 5)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 22)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 66)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 120)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 240)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 5)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 22)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 66)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 120)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 240)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 5)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 22)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 66)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 120)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 240)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 5)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 22)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 66)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 120)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 240)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 5)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 22)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 66)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 120)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 240)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 5)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 22)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 66)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 120)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 240)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 5)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 22)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 66)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 120)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 22)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 240)',\n",
       "   6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 66)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 240)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 5)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 22)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 66)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 120)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 240)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 5)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 22)',\n",
       "   6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 66)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 120)',\n",
       "   6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_ebit_median, 120), std=4), 240)',\n",
       "   6)],\n",
       " [('winsorize(ts_backfill(anl4_ebit_number, 120), std=4)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 5)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 22)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 66)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 120)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 240)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 5)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 22)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 66)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 120)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 240)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 5)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 22)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 66)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 120)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 240)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 5)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 22)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 66)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 120)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 240)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 5)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 22)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 66)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 120)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 240)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 5)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 22)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 66)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 120)',\n",
       "   6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 240)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 5)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 22)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 66)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 120)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 240)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 66)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 5)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 120)',\n",
       "   6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 240)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 5)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 22)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 66)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 120)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 240)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 5)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 22)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 66)',\n",
       "   6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 120)',\n",
       "   6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_ebit_number, 120), std=4), 240)',\n",
       "   6),\n",
       "  ('winsorize(ts_backfill(anl4_ebit_std, 120), std=4)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 5)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 22)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 66)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 120)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 240)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 5)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 22)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 66)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 120)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 240)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 5)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 22)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 66)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 120)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 240)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 5)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 22)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 66)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 120)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 240)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 5)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 22)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 66)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 120)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 240)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 5)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 22)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 66)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 120)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 240)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 5)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 22)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 66)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 120)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 5)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 120)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 22)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 240)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 5)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 22)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 66)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 120)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 240)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 5)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 22)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 66)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 120)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_ebit_std, 120), std=4), 240)', 6),\n",
       "  ('winsorize(ts_backfill(anl4_ebit_value, 120), std=4)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 5)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 22)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 66)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 120)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 240)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 5)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 22)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 66)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 120)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 240)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 5)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 22)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 66)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 120)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 240)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 5)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 22)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 66)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 120)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 240)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 5)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 22)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 66)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 120)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 240)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 5)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 22)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 66)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 120)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 240)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 5)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 22)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 66)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 120)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 22)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 240)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 66)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 240)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 5)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 22)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 66)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 120)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 240)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 5)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 22)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 66)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 120)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_ebit_value, 120), std=4), 240)',\n",
       "   6)],\n",
       " [('winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 22)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 240)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 66)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 5)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 120)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 22)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 240)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 66)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 5)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 120)',\n",
       "   6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 22)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 240)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 66)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 5)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 120)',\n",
       "   6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 22)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 240)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 66)',\n",
       "   6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 120)',\n",
       "   6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_ebitda_flag, 120), std=4), 240)',\n",
       "   6),\n",
       "  ('winsorize(ts_backfill(anl4_ebitda_high, 120), std=4)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 5)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 22)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 66)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 120)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 240)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 5)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 22)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 66)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 120)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 240)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 5)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 22)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 66)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 120)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 240)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 5)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 22)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 66)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 120)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 240)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 5)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 22)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 66)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 120)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 240)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 5)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 22)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 66)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 120)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 240)',\n",
       "   6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 5)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 22)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 66)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 120)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 5)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 120)',\n",
       "   6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 22)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 240)',\n",
       "   6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 5)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 22)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 66)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 120)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 240)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 5)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 22)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 66)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 120)',\n",
       "   6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_ebitda_high, 120), std=4), 240)',\n",
       "   6),\n",
       "  ('winsorize(ts_backfill(anl4_ebitda_low, 120), std=4)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 5)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 22)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 66)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 120)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 240)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 5)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 22)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 66)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 120)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 240)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 5)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 22)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 66)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 120)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 240)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 5)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 22)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 66)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 120)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 240)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 5)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 22)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 66)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 120)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 240)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 5)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 22)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 66)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 120)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 240)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 5)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 22)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 66)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 120)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 22)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 240)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 66)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 240)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 5)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 22)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 66)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 120)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 240)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 5)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 22)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 66)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 120)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_ebitda_low, 120), std=4), 240)',\n",
       "   6)],\n",
       " [('winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 22)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 240)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 66)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 240)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 5)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 120)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 240)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 22)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 240)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 66)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 240)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 5)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 120)',\n",
       "   6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 240)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 22)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 240)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 66)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 5)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 120)',\n",
       "   6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 240)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 22)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 66)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 120)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 240)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 5)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 22)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 66)',\n",
       "   6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 120)',\n",
       "   6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_ebitda_mean, 120), std=4), 240)',\n",
       "   6),\n",
       "  ('winsorize(ts_backfill(anl4_ebitda_number, 120), std=4)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 5)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 22)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 66)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 120)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 240)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 5)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 22)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 66)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 120)',\n",
       "   6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 240)',\n",
       "   6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 5)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 22)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 66)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 120)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 240)',\n",
       "   6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 5)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 22)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 66)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 120)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 240)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 5)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 22)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 66)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 120)',\n",
       "   6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 240)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 5)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 22)',\n",
       "   6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 66)',\n",
       "   6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 120)',\n",
       "   6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 240)',\n",
       "   6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 5)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 22)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 66)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 120)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 5)',\n",
       "   6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 22)',\n",
       "   6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 66)',\n",
       "   6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 120)',\n",
       "   6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 240)',\n",
       "   6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 22)',\n",
       "   6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 66)',\n",
       "   6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 120)',\n",
       "   6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 240)',\n",
       "   6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 5)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 22)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 66)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 120)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 240)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 5)',\n",
       "   6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 22)',\n",
       "   6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 66)',\n",
       "   6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 120)',\n",
       "   6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_ebitda_number, 120), std=4), 240)',\n",
       "   6),\n",
       "  ('winsorize(ts_backfill(anl4_ebitda_std, 120), std=4)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 5)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 22)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 66)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 120)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 240)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 5)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 22)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 66)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 120)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 240)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 5)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 22)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 66)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 120)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 240)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 5)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 22)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 66)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 120)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 240)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 5)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 22)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 66)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 120)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 240)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 5)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 22)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 66)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 120)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 240)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 5)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 22)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 66)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 120)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 22)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 240)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 66)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 240)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 5)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 22)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 66)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 120)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 240)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 5)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 22)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 66)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 120)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_ebitda_std, 120), std=4), 240)',\n",
       "   6)],\n",
       " [('winsorize(ts_backfill(anl4_ebitda_value, 120), std=4)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 5)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 22)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 66)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 120)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 240)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 5)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 22)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 66)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 120)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 240)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 5)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 22)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 66)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 120)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 240)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 5)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 22)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 66)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 120)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 240)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 5)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 22)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 66)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 120)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 240)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 5)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 22)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 66)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 120)',\n",
       "   6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 240)',\n",
       "   6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 5)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 22)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 66)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 120)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 240)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 66)',\n",
       "   6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 120)',\n",
       "   6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 240)',\n",
       "   6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 5)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 120)',\n",
       "   6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 240)',\n",
       "   6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 5)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 22)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 66)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 120)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 240)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 5)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 22)',\n",
       "   6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 66)',\n",
       "   6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 120)',\n",
       "   6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_ebitda_value, 120), std=4), 240)',\n",
       "   6),\n",
       "  ('winsorize(ts_backfill(anl4_epsa_flag, 120), std=4)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 66)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 5)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 120)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 22)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 240)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 66)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 5)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 120)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 22)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 240)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 66)', 6)],\n",
       " [('ts_mean(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 5)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_min(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 120)', 6)],\n",
       " [('ts_arg_min(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 22)', 6)],\n",
       " [('ts_arg_max(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_arg_max(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 240)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 66)', 6)],\n",
       " [('ts_scale(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_scale(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 5)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_quantile(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 120)', 6)],\n",
       " [('ts_quantile(winsorize(ts_backfill(anl4_epsa_flag, 120), std=4), 240)', 6),\n",
       "  ('winsorize(ts_backfill(anl4_epsr_flag, 120), std=4)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_epsr_flag, 120), std=4), 5)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_epsr_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_epsr_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_rank(winsorize(ts_backfill(anl4_epsr_flag, 120), std=4), 120)', 6)],\n",
       " [('ts_rank(winsorize(ts_backfill(anl4_epsr_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_epsr_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_epsr_flag, 120), std=4), 22)', 6)],\n",
       " [('ts_zscore(winsorize(ts_backfill(anl4_epsr_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_epsr_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_zscore(winsorize(ts_backfill(anl4_epsr_flag, 120), std=4), 240)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_epsr_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_epsr_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_epsr_flag, 120), std=4), 66)', 6)],\n",
       " [('ts_delta(winsorize(ts_backfill(anl4_epsr_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_delta(winsorize(ts_backfill(anl4_epsr_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_epsr_flag, 120), std=4), 5)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_epsr_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_epsr_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_sum(winsorize(ts_backfill(anl4_epsr_flag, 120), std=4), 120)', 6)],\n",
       " [('ts_sum(winsorize(ts_backfill(anl4_epsr_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_epsr_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_epsr_flag, 120), std=4), 22)', 6)],\n",
       " [('ts_delay(winsorize(ts_backfill(anl4_epsr_flag, 120), std=4), 66)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_epsr_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_delay(winsorize(ts_backfill(anl4_epsr_flag, 120), std=4), 240)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_epsr_flag, 120), std=4), 5)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_epsr_flag, 120), std=4), 22)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_epsr_flag, 120), std=4), 66)', 6)],\n",
       " [('ts_std_dev(winsorize(ts_backfill(anl4_epsr_flag, 120), std=4), 120)', 6),\n",
       "  ('ts_std_dev(winsorize(ts_backfill(anl4_epsr_flag, 120), std=4), 240)', 6),\n",
       "  ('ts_mean(winsorize(ts_backfill(anl4_epsr_flag, 120), std=4), 5)', 6)],\n",
       " ...]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fo_pools = miner.load_task_pool(fo_alpha_list)\n",
    "print(f'任务数：{len(fo_pools)}')\n",
    "fo_pools"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "495e0078",
   "metadata": {},
   "source": [
    "## 4. 回测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "569ed550",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "201\n",
      "b'{\"user\":{\"id\":\"QZ77478\"},\"token\":{\"expiry\":14400.0},\"permissions\":[\"TUTORIAL\",\"WORKDAY\"]}'\n",
      "201\n",
      "b'{\"user\":{\"id\":\"QZ77478\"},\"token\":{\"expiry\":14400.0},\"permissions\":[\"TUTORIAL\",\"WORKDAY\"]}'\n",
      "201\n",
      "b'{\"user\":{\"id\":\"QZ77478\"},\"token\":{\"expiry\":14400.0},\"permissions\":[\"TUTORIAL\",\"WORKDAY\"]}'\n",
      "201\n",
      "b'{\"user\":{\"id\":\"QZ77478\"},\"token\":{\"expiry\":14400.0},\"permissions\":[\"TUTORIAL\",\"WORKDAY\"]}'\n"
     ]
    }
   ],
   "source": [
    "miner.simulate(fo_pools, start=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3564b7de",
   "metadata": {},
   "source": [
    "# 五、第二轮回测\n",
    "\n",
    "## 1. 筛选alpha\n",
    "\n",
    "get_alpha：截取有潜力提升表现至可以提交的alpha进入下一阶"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0b3ca619",
   "metadata": {},
   "outputs": [],
   "source": [
    "fo_tracker = miner.get_alphas(\"2025-06-15\", \"2025-06-17\", 1, 0.7, \"USA\", 100, \"track\")\n",
    "print(len(fo_tracker))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7b8df2bc",
   "metadata": {},
   "source": [
    "## 2. Prune 剪枝\n",
    "\n",
    "精减相似alpha，提高回测资源利用率"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f1e2e3d4",
   "metadata": {},
   "outputs": [],
   "source": [
    "fo_layer = miner.prune(fo_tracker, 'anl4', 5)\n",
    "print(f'剪枝后数量：{len(fo_layer)}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fe7159e9",
   "metadata": {},
   "source": [
    "## 3. 应用分组操作符\n",
    "\n",
    "`ts_ops(field, days)` -> `group_ops(ts_ops(field, days), group)`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "33a5f5d1",
   "metadata": {},
   "outputs": [],
   "source": [
    "so_alpha_list = []\n",
    "group_ops = [\"group_neutralize\", \"group_rank\", \"group_zscore\"]\n",
    "\n",
    "for expr, decay in fo_layer:\n",
    "   for alpha in miner.get_group_second_order_factory([expr], group_ops, \"USA\"):\n",
    "      so_alpha_list.append((alpha,decay))\n",
    "\n",
    "# random.shuffle(so_alpha_list)\n",
    "\n",
    "print(f'二阶表达式的数量：{len(so_alpha_list)}')\n",
    "so_alpha_list[:3]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "62142af3",
   "metadata": {},
   "source": [
    "## 4. 回测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "75356769",
   "metadata": {},
   "outputs": [],
   "source": [
    "so_pools = miner.load_task_pool(so_alpha_list)\n",
    "print(f'第二轮任务数：{len(so_pools)}')\n",
    "miner.simulate(so_pools)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f2cd4d09",
   "metadata": {},
   "source": [
    "# 六、第三轮回测\n",
    "\n",
    "## 1. 应用trade_when操作符\n",
    "\n",
    "`group_ops(ts_ops(field, days), group)` -> `trade_when(entre_event, group_ops(ts_ops(field, days), group), exit_event)`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a2780a5c",
   "metadata": {},
   "outputs": [],
   "source": [
    "so_tracker = miner.get_alphas(\"2025-02-27\", \"2025-02-28\", 1.3, 0.8, \"USA\", 200, \"track\")\n",
    "\n",
    "so_layer = miner.prune(so_tracker, 'anl4', 5)\n",
    "th_alpha_list = []\n",
    "\n",
    "for expr, decay in so_layer:\n",
    "   for alpha in miner.trade_when_factory(\"trade_when\", expr, \"USA\"):\n",
    "      th_alpha_list.append((alpha,decay))\n",
    "\n",
    "# random.shuffle(th_alpha_list)        \n",
    "print(f\"三阶表达式数量：{len(th_alpha_list)}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1295d3f0",
   "metadata": {},
   "source": [
    "## 2. 回测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cd826d9c",
   "metadata": {},
   "outputs": [],
   "source": [
    "th_pools = miner.load_task_pool(th_alpha_list)\n",
    "miner.simulate(th_pools)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0791435a",
   "metadata": {},
   "source": [
    "# 九、提交alpha\n",
    "\n",
    "## 1. 获取可提交的Alpha\n",
    "\n",
    "1. 拉取sharpe、fitness达到提交要求的alpha\n",
    "2. Check Submission：检查其他Test是否达到要求\n",
    "3. view_alphas 对可以提交的alpha进行排序"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9b61914d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "201\n",
      "b'{\"user\":{\"id\":\"QZ77478\"},\"token\":{\"expiry\":14400.0},\"permissions\":[\"TUTORIAL\",\"WORKDAY\"]}'\n",
      "0\n",
      "['l90P5PA', \"group_rank(group_rank((fnd6_drlt)/revenue, subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 2.26, 0.0215, 1.62, 0.005952, '2025-07-08T07:41:34-04:00', 6]\n",
      "['9mR5xa2', \"group_zscore(group_rank((fnd6_drlt)/revenue, subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 2.2, 0.0205, 1.58, 0.006281, '2025-07-08T07:48:26-04:00', 6]\n",
      "['l90YKVl', \"group_neutralize(group_rank((fnd6_drlt)/revenue, subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 2.19, 0.0197, 1.57, 0.006475, '2025-07-08T07:33:08-04:00', 6]\n",
      "['evxJMJJ', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), industry),densify(market))', 2.13, 0.0576, 2.21, 0.004667, '2025-07-08T21:21:08-04:00', 6]\n",
      "['jxrL0lo', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), industry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 2.11, 0.0943, 2.1, 0.002623, '2025-07-08T21:26:16-04:00', 6]\n",
      "['m1XWN1W', \"group_rank(group_rank((fnd6_drlt)/revenue, subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 2.11, 0.0217, 1.48, 0.005632, '2025-07-08T07:42:23-04:00', 6]\n",
      "['7MwQ8dx', \"group_zscore(ts_mean(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 2.08, 0.0308, 2.13, 0.008462, '2025-07-08T09:55:32-04:00', 6]\n",
      "['Qgam22W', \"group_zscore(group_rank(-(fnd6_newqv1300_icaptq)/capex, subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 2.07, 0.0263, 1.39, 0.004267, '2025-07-08T09:34:48-04:00', 6]\n",
      "['2W7kERP', \"group_neutralize(group_rank(-(fnd6_newqv1300_icaptq)/capex, subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 2.07, 0.0261, 1.39, 0.004346, '2025-07-08T09:18:17-04:00', 6]\n",
      "['8Yz11ja', \"group_zscore(group_rank(-(invested_capital)/capex, subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 2.07, 0.0263, 1.39, 0.004275, '2025-07-08T09:10:15-04:00', 6]\n",
      "['ELKnVl1', 'group_zscore(group_rank((fnd6_drlt)/revenue, subindustry),densify(subindustry))', 2.07, 0.0157, 1.49, 0.008291, '2025-07-08T07:48:20-04:00', 6]\n",
      "['evrYlvO', \"group_zscore(group_rank((fnd6_drlt)/revenue, subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 2.06, 0.0208, 1.44, 0.005914, '2025-07-08T07:50:56-04:00', 6]\n",
      "['1PgA6kz', 'group_rank(group_rank((fnd6_drlt)/revenue, subindustry),densify(sector))', 2.06, 0.016, 1.51, 0.008359, '2025-07-08T07:37:37-04:00', 6]\n",
      "['wPeA2Q1', \"group_neutralize(group_rank((fnd6_drlt)/revenue, subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 2.06, 0.02, 1.44, 0.006128, '2025-07-08T07:34:11-04:00', 6]\n",
      "['Am386Rl', 'group_rank(group_rank((fnd6_drlt)/revenue, subindustry),densify(market))', 2.05, 0.0153, 1.49, 0.008608, '2025-07-08T07:37:27-04:00', 6]\n",
      "['ZMpwKWn', \"group_neutralize(ts_mean(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 2.04, 0.0301, 2.23, 0.009927, '2025-07-08T09:43:39-04:00', 6]\n",
      "['ZMpwqPZ', \"group_neutralize(ts_mean(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 2.03, 0.0261, 1.94, 0.008719, '2025-07-08T09:41:51-04:00', 6]\n",
      "['rVovJxj', \"group_rank(group_rank(-(invested_capital)/capex, subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 2.03, 0.0285, 1.38, 0.004041, '2025-07-08T09:04:21-04:00', 6]\n",
      "['W0pEgoP', \"group_neutralize(group_rank((fnd6_intc)/revenue, subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 2.03, 0.0267, 1.44, 0.004723, '2025-07-08T08:17:07-04:00', 6]\n",
      "['nQWGnwx', 'group_zscore(group_rank((fnd6_drlt)/revenue, subindustry),densify(industry))', 2.03, 0.0156, 1.43, 0.00799, '2025-07-08T07:46:08-04:00', 6]\n",
      "['pZ60gWg', \"group_rank(group_rank(-(fnd6_newqv1300_icaptq)/capex, subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 2.02, 0.0285, 1.37, 0.004034, '2025-07-08T09:25:48-04:00', 6]\n",
      "['5evKpkn', 'group_zscore(group_rank((fnd6_drlt)/revenue, subindustry),densify(sector))', 2.02, 0.0152, 1.45, 0.008499, '2025-07-08T07:47:24-04:00', 6]\n",
      "['6JwdRPK', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), sector),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 2.01, 0.0645, 2.07, 0.004097, '2025-07-08T12:04:50-04:00', 6]\n",
      "['q3AeWwv', \"group_zscore(group_rank(-(fnd6_newqv1300_icaptq)/capex, subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 2.01, 0.0261, 1.33, 0.004181, '2025-07-08T09:36:35-04:00', 6]\n",
      "['pZ6OKKj', \"group_zscore(group_rank(-(invested_capital)/capex, subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 2.01, 0.0261, 1.33, 0.004188, '2025-07-08T09:12:49-04:00', 6]\n",
      "['9mw1Maq', \"group_neutralize(group_rank(-(invested_capital)/capex, subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 2.01, 0.0259, 1.33, 0.004253, '2025-07-08T08:59:48-04:00', 6]\n",
      "['xWn7mlN', 'group_zscore(group_rank((fnd6_drlt)/revenue, subindustry),densify(market))', 2.01, 0.015, 1.44, 0.008597, '2025-07-08T07:45:54-04:00', 6]\n",
      "['MZxN0b6', 'group_rank(group_rank((fnd6_drlt)/revenue, subindustry),densify(industry))', 2.01, 0.0169, 1.44, 0.007612, '2025-07-08T07:40:38-04:00', 6]\n",
      "['orYXYAJ', 'group_neutralize(group_rank((fnd6_drlt)/revenue, subindustry),densify(market))', 2.01, 0.015, 1.44, 0.008596, '2025-07-08T07:31:44-04:00', 6]\n",
      "['jxrLELo', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), industry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 2.0, 0.073, 1.9, 0.003091, '2025-07-08T21:22:44-04:00', 6]\n",
      "['N3rmMVE', \"group_rank(group_rank((fnd6_drlt)/liabilities, subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 2.0, 0.0256, 1.33, 0.004303, '2025-07-08T14:42:24-04:00', 6]\n",
      "['9mr1ZrV', 'group_rank(group_rank((fnd6_drlt)/liabilities, subindustry),densify(market))', 2.0, 0.0193, 1.35, 0.005918, '2025-07-08T14:41:09-04:00', 6]\n",
      "['6JwP9RG', \"group_neutralize(ts_mean(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 2.0, 0.0295, 1.92, 0.007791, '2025-07-08T09:43:29-04:00', 6]\n",
      "['XepElNa', \"group_neutralize(group_rank(-(fnd6_newqv1300_icaptq)/capex, subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 2.0, 0.0259, 1.33, 0.004245, '2025-07-08T09:19:02-04:00', 6]\n",
      "['N3RMMQE', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), industry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.99, 0.0718, 1.88, 0.003111, '2025-07-08T21:23:53-04:00', 6]\n",
      "['OVxv3gR', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), industry),densify(sector))', 1.99, 0.0571, 2.0, 0.004421, '2025-07-08T21:21:40-04:00', 6]\n",
      "['wPlNLg5', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), subindustry),densify(market))', 1.99, 0.0509, 1.95, 0.004725, '2025-07-08T18:14:13-04:00', 6]\n",
      "['W0GpYzN', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), densify(pv13_h_f1_sector)),densify(industry))', 1.99, 0.0488, 2.06, 0.005471, '2025-07-08T16:46:00-04:00', 6]\n",
      "['nQ20vbd', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), sector),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.99, 0.0642, 2.04, 0.004093, '2025-07-08T15:17:47-04:00', 6]\n",
      "['RK8QMre', 'group_rank(group_rank((fnd6_drlt)/liabilities, subindustry),densify(sector))', 1.99, 0.0203, 1.36, 0.005776, '2025-07-08T14:41:19-04:00', 6]\n",
      "['1P7Qjdm', \"group_rank(group_rank(-(invested_capital)/capex, subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.99, 0.0285, 1.34, 0.003987, '2025-07-08T09:06:18-04:00', 6]\n",
      "['LrpVnEL', \"group_zscore(group_rank((fnd6_intc)/revenue, subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.99, 0.028, 1.42, 0.004571, '2025-07-08T08:33:03-04:00', 6]\n",
      "['7MdPAgv', \"group_rank(group_rank((fnd6_drlt)/revenue, subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.99, 0.0349, 1.36, 0.003372, '2025-07-08T07:43:56-04:00', 6]\n",
      "['35AOj5g', 'group_neutralize(group_rank((fnd6_drlt)/revenue, subindustry),densify(subindustry))', 1.99, 0.015, 1.42, 0.008554, '2025-07-08T07:33:22-04:00', 6]\n",
      "['nQWlZLw', 'group_neutralize(group_rank((fnd6_drlt)/revenue, subindustry),densify(sector))', 1.99, 0.015, 1.42, 0.008508, '2025-07-08T07:31:19-04:00', 6]\n",
      "['OV9j5Ag', 'group_neutralize(group_rank((fnd6_drlt)/revenue, subindustry),densify(industry))', 1.99, 0.015, 1.42, 0.008524, '2025-07-08T07:31:06-04:00', 6]\n",
      "['W0pkNMQ', \"group_rank(group_rank(-(fnd6_newqv1300_icaptq)/capex, subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.98, 0.0285, 1.33, 0.00398, '2025-07-08T09:27:20-04:00', 6]\n",
      "['8YQe8PV', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), sector),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.97, 0.0651, 2.01, 0.004012, '2025-07-08T16:56:31-04:00', 6]\n",
      "['gdMOP6O', \"group_rank(group_rank((fnd6_drlt)/liabilities, subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.97, 0.0383, 1.32, 0.002909, '2025-07-08T14:43:10-04:00', 6]\n",
      "['org8Ke2', 'group_zscore(group_rank((fnd6_newa2v1300_rdipd)/cap, subindustry),densify(industry))', 1.96, 0.0318, 1.93, 0.007622, '2025-07-08T20:22:36-04:00', 6]\n",
      "['evxl3pg', 'group_zscore(group_rank((fnd6_newa2v1300_rdipeps)/cap, subindustry),densify(industry))', 1.96, 0.0318, 1.93, 0.00762, '2025-07-08T20:05:28-04:00', 6]\n",
      "['xWxqlkJ', 'group_rank(group_rank((fnd6_acdo)/cap, subindustry),densify(market))', 1.96, 0.0253, 1.91, 0.009371, '2025-07-08T08:43:33-04:00', 6]\n",
      "['jxgqRqo', 'group_zscore(group_rank((fnd6_intc)/cap, subindustry),densify(market))', 1.96, 0.0238, 1.42, 0.005521, '2025-07-08T08:07:06-04:00', 6]\n",
      "['RKrgdKb', 'group_rank(group_rank((fnd6_intc)/cap, subindustry),densify(subindustry))', 1.96, 0.0255, 1.41, 0.005116, '2025-07-08T08:01:43-04:00', 6]\n",
      "['N3Od7Op', 'group_neutralize(group_rank((fnd6_intc)/cap, subindustry),densify(market))', 1.96, 0.0238, 1.42, 0.005521, '2025-07-08T07:55:15-04:00', 6]\n",
      "['pZ72AVX', \"group_zscore(group_rank((fnd6_drlt)/revenue, subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.96, 0.0333, 1.35, 0.003545, '2025-07-08T07:52:02-04:00', 6]\n",
      "['Am38XeY', \"group_rank(group_rank((fnd6_drlt)/revenue, subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.96, 0.0356, 1.31, 0.003146, '2025-07-08T07:42:42-04:00', 6]\n",
      "['orYXjJb', \"group_neutralize(group_rank((fnd6_drlt)/revenue, subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.96, 0.0309, 1.35, 0.00384, '2025-07-08T07:35:20-04:00', 6]\n",
      "['LrpZeY9', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), densify(pv13_h_f1_sector)),densify(industry))', 1.95, 0.0482, 2.0, 0.005443, '2025-07-08T11:47:44-04:00', 6]\n",
      "['AmwbYmw', \"group_zscore(ts_mean(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.95, 0.0318, 2.02, 0.00842, '2025-07-08T09:57:29-04:00', 6]\n",
      "['rVWq9Ej', 'group_neutralize(group_rank((fnd6_intc)/cap, subindustry),densify(subindustry))', 1.95, 0.0237, 1.41, 0.005503, '2025-07-08T07:56:23-04:00', 6]\n",
      "['nQWj12x', \"group_zscore(group_rank((fnd6_drlt)/revenue, subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.95, 0.0331, 1.32, 0.003441, '2025-07-08T07:50:52-04:00', 6]\n",
      "['6JELZkp', 'group_rank(group_rank((fnd6_drlt)/revenue, subindustry),densify(subindustry))', 1.95, 0.0158, 1.4, 0.008197, '2025-07-08T07:41:25-04:00', 6]\n",
      "['LrRwmG2', \"group_neutralize(group_rank((fnd6_drlt)/revenue, subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.95, 0.031, 1.32, 0.00372, '2025-07-08T07:34:10-04:00', 6]\n",
      "['1PdZo3m', \"group_neutralize(group_rank(-(fnd6_newqv1300_teqq)/capex, subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.94, 0.0234, 1.41, 0.005614, '2025-07-08T17:40:33-04:00', 6]\n",
      "['V5prMOV', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), densify(pv13_h_f1_sector)),densify(industry))', 1.94, 0.0477, 1.98, 0.005457, '2025-07-08T13:42:14-04:00', 6]\n",
      "['W0pn2dG', 'group_zscore(ts_mean(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240),densify(sector))', 1.94, 0.024, 2.21, 0.013558, '2025-07-08T09:54:32-04:00', 6]\n",
      "['doxwKKY', 'group_neutralize(group_rank(-(fnd6_newqv1300_icaptq)/capex, subindustry),densify(pv13_h_min2_3000_sector))', 1.94, 0.0308, 1.21, 0.00316, '2025-07-08T09:21:31-04:00', 6]\n",
      "['gd1O50l', 'group_neutralize(group_rank(-(invested_capital)/capex, subindustry),densify(pv13_h_min2_3000_sector))', 1.94, 0.0308, 1.21, 0.003169, '2025-07-08T09:00:23-04:00', 6]\n",
      "['gd1JZnv', \"group_rank(group_rank((fnd6_intc)/revenue, subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.94, 0.0287, 1.33, 0.004105, '2025-07-08T08:26:43-04:00', 6]\n",
      "['dox2WLv', \"group_neutralize(group_rank((fnd6_intc)/revenue, subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.94, 0.0272, 1.35, 0.004463, '2025-07-08T08:18:44-04:00', 6]\n",
      "['2WKYZVw', 'group_rank(group_rank((fnd6_intc)/cap, subindustry),densify(market))', 1.94, 0.0239, 1.37, 0.005173, '2025-07-08T08:01:05-04:00', 6]\n",
      "['35ANx0P', 'group_rank(group_rank((fnd6_intc)/cap, subindustry),densify(industry))', 1.94, 0.0258, 1.38, 0.004924, '2025-07-08T08:00:53-04:00', 6]\n",
      "['doQMbew', 'group_neutralize(group_rank((fnd6_intc)/cap, subindustry),densify(industry))', 1.94, 0.0238, 1.4, 0.005485, '2025-07-08T07:55:27-04:00', 6]\n",
      "['z0WxYJO', 'group_neutralize(group_rank((fnd6_intc)/cap, subindustry),densify(sector))', 1.94, 0.0238, 1.4, 0.005474, '2025-07-08T07:55:21-04:00', 6]\n",
      "['xWd80Pq', \"group_rank(group_rank(-(fnd6_newa2v1300_seq)/capex, subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.93, 0.0209, 1.34, 0.005722, '2025-07-08T20:46:53-04:00', 6]\n",
      "['YJ0xgWw', \"group_zscore(group_rank(-(fnd6_newqv1300_teqq)/capex, subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.93, 0.0236, 1.39, 0.005488, '2025-07-08T17:49:34-04:00', 6]\n",
      "['GxLO2PP', \"group_rank(group_rank(-(fnd6_newqv1300_teqq)/capex, subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.93, 0.0256, 1.41, 0.005215, '2025-07-08T17:44:51-04:00', 6]\n",
      "['V5PKwJY', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), sector),densify(industry))', 1.93, 0.0364, 2.04, 0.007692, '2025-07-08T15:22:26-04:00', 6]\n",
      "['2WLdoqb', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), industry),densify(industry))', 1.93, 0.0368, 2.04, 0.007613, '2025-07-08T15:03:35-04:00', 6]\n",
      "['l9lOQae', \"group_rank(group_rank((fnd6_drlt)/liabilities, subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.93, 0.0256, 1.25, 0.004102, '2025-07-08T14:43:39-04:00', 6]\n",
      "['evOP93p', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), market),densify(industry))', 1.93, 0.0361, 2.05, 0.007777, '2025-07-08T13:17:27-04:00', 6]\n",
      "['v6LPRNz', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), subindustry),densify(industry))', 1.93, 0.0368, 2.05, 0.007645, '2025-07-08T12:57:14-04:00', 6]\n",
      "['pZ6MmrV', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), industry),densify(industry))', 1.93, 0.0367, 2.05, 0.007655, '2025-07-08T12:34:01-04:00', 6]\n",
      "['J1pe6RA', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), sector),densify(industry))', 1.93, 0.0363, 2.05, 0.007738, '2025-07-08T12:09:33-04:00', 6]\n",
      "['pZlZMav', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), subindustry),densify(industry))', 1.92, 0.0371, 2.03, 0.007511, '2025-07-08T18:50:41-04:00', 6]\n",
      "['06EGKgr', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), subindustry),densify(sector))', 1.92, 0.051, 1.85, 0.004549, '2025-07-08T18:13:45-04:00', 6]\n",
      "['V5PaNbG', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), industry),densify(industry))', 1.92, 0.037, 2.03, 0.007531, '2025-07-08T17:34:37-04:00', 6]\n",
      "['ev0zNwz', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), market),densify(industry))', 1.92, 0.0364, 2.03, 0.007646, '2025-07-08T17:18:16-04:00', 6]\n",
      "['AmP7VqR', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), sector),densify(industry))', 1.92, 0.0365, 2.03, 0.007628, '2025-07-08T17:01:29-04:00', 6]\n",
      "['ELEkY1r', 'group_rank(group_rank((fnd6_acdo)/liabilities, subindustry),densify(market))', 1.92, 0.038, 1.75, 0.005487, '2025-07-08T16:26:19-04:00', 6]\n",
      "['rVlzPn3', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), market),densify(industry))', 1.92, 0.0362, 2.03, 0.007709, '2025-07-08T15:56:20-04:00', 6]\n",
      "['l9lk2oO', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), subindustry),densify(industry))', 1.92, 0.0368, 2.03, 0.007602, '2025-07-08T15:39:05-04:00', 6]\n",
      "['v6lOAkz', 'group_zscore(group_rank(-(fnd6_newqv1300_teqq)/capex, subindustry),densify(pv13_h_min2_3000_sector))', 1.91, 0.0281, 1.23, 0.003692, '2025-07-08T17:51:07-04:00', 6]\n",
      "['nQ2PKqz', 'group_neutralize(group_rank(-(fnd6_newqv1300_teqq)/capex, subindustry),densify(pv13_h_min2_3000_sector))', 1.91, 0.0274, 1.27, 0.004038, '2025-07-08T17:41:59-04:00', 6]\n",
      "['N3OdLMg', \"group_neutralize(group_rank((fnd6_intc)/cap, subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.91, 0.028, 1.34, 0.004357, '2025-07-08T07:56:22-04:00', 6]\n",
      "['N3rg00L', 'group_rank(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), industry),densify(subindustry))', 1.9, 0.0508, 1.61, 0.003523, '2025-07-08T16:08:39-04:00', 6]\n",
      "['OVZPGYJ', \"group_rank(group_rank((fnd6_drlt)/liabilities, subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.9, 0.0363, 1.22, 0.002831, '2025-07-08T14:45:00-04:00', 6]\n",
      "['N3rxrEL', 'group_rank(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), market),densify(subindustry))', 1.9, 0.0506, 1.61, 0.003567, '2025-07-08T14:19:57-04:00', 6]\n",
      "['kO3z906', 'group_rank(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), sector),densify(subindustry))', 1.9, 0.0506, 1.61, 0.003549, '2025-07-08T13:58:55-04:00', 6]\n",
      "100\n",
      "['RKpLVL0', \"group_neutralize(group_rank(-(fnd6_newqv1300_icaptq)/capex, subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.9, 0.0333, 1.29, 0.00344, '2025-07-08T09:20:54-04:00', 6]\n",
      "['pZ6r2Q3', \"group_neutralize(group_rank(-(invested_capital)/capex, subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.9, 0.0333, 1.29, 0.003445, '2025-07-08T09:00:50-04:00', 6]\n",
      "['J1pw7pe', 'group_zscore(group_rank((fnd6_acdo)/cap, subindustry),densify(market))', 1.9, 0.025, 1.92, 0.010173, '2025-07-08T08:49:58-04:00', 6]\n",
      "['QgaM1np', 'group_neutralize(group_rank((fnd6_acdo)/cap, subindustry),densify(market))', 1.9, 0.025, 1.92, 0.010171, '2025-07-08T08:38:08-04:00', 6]\n",
      "['V5p13oA', \"group_zscore(group_rank((fnd6_intc)/revenue, subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.9, 0.0284, 1.33, 0.004302, '2025-07-08T08:34:16-04:00', 6]\n",
      "['bnLGV2K', 'group_zscore(group_rank((fnd6_intc)/revenue, subindustry),densify(market))', 1.9, 0.0225, 1.4, 0.006032, '2025-07-08T08:32:03-04:00', 6]\n",
      "['XepjPN1', 'group_neutralize(group_rank((fnd6_intc)/revenue, subindustry),densify(market))', 1.9, 0.0225, 1.4, 0.006033, '2025-07-08T08:15:53-04:00', 6]\n",
      "['v6vMPgr', \"group_zscore(group_rank(-(fnd6_newa2v1300_seq)/capex, subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.89, 0.0192, 1.27, 0.005895, '2025-07-08T20:53:06-04:00', 6]\n",
      "['rVlg8b8', \"group_zscore(group_rank((fnd6_drlt)/liabilities, subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.89, 0.0245, 1.26, 0.004518, '2025-07-08T14:47:19-04:00', 6]\n",
      "['bnqZGpK', 'group_rank(group_rank((fnd6_drlt)/liabilities, subindustry),densify(industry))', 1.89, 0.021, 1.25, 0.005253, '2025-07-08T14:41:06-04:00', 6]\n",
      "['8YQok67', \"group_neutralize(group_rank((fnd6_drlt)/liabilities, subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.89, 0.0234, 1.24, 0.004613, '2025-07-08T14:34:42-04:00', 6]\n",
      "['P8pjPRJ', \"group_zscore(group_rank(-(fnd6_newqv1300_icaptq)/capex, subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.89, 0.0343, 1.27, 0.003311, '2025-07-08T09:37:42-04:00', 6]\n",
      "['P8p9MNx', \"group_zscore(group_rank(-(invested_capital)/capex, subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.89, 0.0343, 1.28, 0.003316, '2025-07-08T09:13:40-04:00', 6]\n",
      "['ELw1WKK', 'group_neutralize(group_rank((fnd6_acdo)/cap, subindustry),densify(subindustry))', 1.89, 0.0248, 1.9, 0.010162, '2025-07-08T08:39:03-04:00', 6]\n",
      "['doxp5EJ', 'group_neutralize(group_rank((fnd6_acdo)/cap, subindustry),densify(industry))', 1.89, 0.025, 1.9, 0.010082, '2025-07-08T08:38:20-04:00', 6]\n",
      "['RKpjGQ0', 'group_neutralize(group_rank((fnd6_acdo)/cap, subindustry),densify(sector))', 1.89, 0.0251, 1.9, 0.010044, '2025-07-08T08:37:54-04:00', 6]\n",
      "['Am3AbGg', 'group_rank(group_rank((fnd6_intc)/cap, subindustry),densify(sector))', 1.89, 0.0249, 1.34, 0.005052, '2025-07-08T08:00:51-04:00', 6]\n",
      "['z0Rp23E', \"group_zscore(group_rank(-(fnd6_cptmfmq_ceqq)/capex, subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.88, 0.0246, 1.33, 0.005064, '2025-07-08T21:10:37-04:00', 6]\n",
      "['l93Xp15', \"group_rank(group_rank(-(fnd6_cptmfmq_ceqq)/capex, subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.88, 0.0267, 1.35, 0.004808, '2025-07-08T21:04:24-04:00', 6]\n",
      "['pZKAKXg', \"group_neutralize(group_rank(-(fnd6_cptmfmq_ceqq)/capex, subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.88, 0.0244, 1.34, 0.005184, '2025-07-08T20:59:16-04:00', 6]\n",
      "['8Yeovaa', \"group_neutralize(group_rank(-(fnd6_newa2v1300_seq)/capex, subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.88, 0.019, 1.27, 0.006003, '2025-07-08T20:42:30-04:00', 6]\n",
      "['m1bQ1QX', 'group_rank(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), subindustry),densify(subindustry))', 1.88, 0.0508, 1.58, 0.003474, '2025-07-08T18:59:44-04:00', 6]\n",
      "['V5Pdao8', \"group_zscore(group_rank(-(fnd6_newqv1300_teqq)/capex, subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.88, 0.0234, 1.33, 0.005377, '2025-07-08T17:50:18-04:00', 6]\n",
      "['wPlbEZ5', \"group_neutralize(group_rank(-(fnd6_newqv1300_teqq)/capex, subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.88, 0.0232, 1.34, 0.005467, '2025-07-08T17:41:25-04:00', 6]\n",
      "['ev07k3l', 'group_zscore(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), sector),densify(pv13_r2_min2_3000_sector))', 1.88, 0.1549, 1.25, 0.000885, '2025-07-08T14:08:40-04:00', 6]\n",
      "['P8pjaxx', 'group_zscore(group_rank(-(fnd6_newqv1300_icaptq)/capex, subindustry),densify(market))', 1.88, 0.0224, 1.31, 0.005443, '2025-07-08T09:33:06-04:00', 6]\n",
      "['QgamPgg', 'group_zscore(group_rank(-(fnd6_newqv1300_icaptq)/capex, subindustry),densify(sector))', 1.88, 0.0226, 1.31, 0.005407, '2025-07-08T09:32:17-04:00', 6]\n",
      "['l9VZeLO', 'group_neutralize(group_rank(-(fnd6_newqv1300_icaptq)/capex, subindustry),densify(market))', 1.88, 0.0224, 1.31, 0.005443, '2025-07-08T09:16:42-04:00', 6]\n",
      "['9mw0ZGK', 'group_zscore(group_rank(-(invested_capital)/capex, subindustry),densify(market))', 1.88, 0.0224, 1.31, 0.005452, '2025-07-08T09:09:24-04:00', 6]\n",
      "['ZMpGPln', 'group_zscore(group_rank(-(invested_capital)/capex, subindustry),densify(sector))', 1.88, 0.0225, 1.31, 0.005416, '2025-07-08T09:09:21-04:00', 6]\n",
      "['2W7zNLY', 'group_neutralize(group_rank(-(invested_capital)/capex, subindustry),densify(market))', 1.88, 0.0224, 1.31, 0.005452, '2025-07-08T08:57:36-04:00', 6]\n",
      "['bnLXJzq', 'group_rank(group_rank((fnd6_acdo)/cap, subindustry),densify(sector))', 1.88, 0.0254, 1.81, 0.009087, '2025-07-08T08:43:43-04:00', 6]\n",
      "['RKpRKbj', \"group_rank(group_rank((fnd6_intc)/revenue, subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.88, 0.0291, 1.27, 0.003932, '2025-07-08T08:28:24-04:00', 6]\n",
      "['q3AM5bE', 'group_rank(group_rank((fnd6_intc)/revenue, subindustry),densify(subindustry))', 1.88, 0.0241, 1.38, 0.005611, '2025-07-08T08:27:25-04:00', 6]\n",
      "['evOlrV6', 'group_neutralize(group_rank((fnd6_intc)/revenue, subindustry),densify(subindustry))', 1.88, 0.0224, 1.38, 0.005999, '2025-07-08T08:17:07-04:00', 6]\n",
      "['Gxwq68x', 'group_neutralize(group_rank((fnd6_intc)/revenue, subindustry),densify(sector))', 1.88, 0.0225, 1.38, 0.005967, '2025-07-08T08:16:02-04:00', 6]\n",
      "['z09vQR8', 'group_neutralize(group_rank((fnd6_intc)/revenue, subindustry),densify(industry))', 1.88, 0.0225, 1.38, 0.005979, '2025-07-08T08:15:51-04:00', 6]\n",
      "['gd3nZXO', \"group_zscore(group_rank((fnd6_intc)/cap, subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.88, 0.0297, 1.33, 0.004228, '2025-07-08T08:10:48-04:00', 6]\n",
      "['pZKw98q', 'group_rank(group_rank((fnd6_newa2v1300_rdipd)/cap, subindustry),densify(subindustry))', 1.87, 0.0284, 1.77, 0.00789, '2025-07-08T20:18:30-04:00', 6]\n",
      "['GxeqrRZ', 'group_rank(group_rank((fnd6_newa2v1300_rdipeps)/cap, subindustry),densify(subindustry))', 1.87, 0.0284, 1.77, 0.00789, '2025-07-08T20:00:59-04:00', 6]\n",
      "['bnqxJjM', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.87, 0.0773, 1.71, 0.002715, '2025-07-08T18:16:58-04:00', 6]\n",
      "['awnRW1x', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), subindustry),densify(industry))', 1.87, 0.0485, 1.8, 0.004776, '2025-07-08T18:13:42-04:00', 6]\n",
      "['awnVjP5', \"group_rank(group_rank(-(fnd6_newqv1300_teqq)/capex, subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.87, 0.0256, 1.34, 0.005043, '2025-07-08T17:45:47-04:00', 6]\n",
      "['Lr1609e', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), market),densify(subindustry))', 1.87, 0.0334, 1.92, 0.007889, '2025-07-08T15:52:07-04:00', 6]\n",
      "['xWkMbGm', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), sector),densify(subindustry))', 1.87, 0.0334, 1.92, 0.007887, '2025-07-08T15:17:32-04:00', 6]\n",
      "['N3rvwdp', \"group_zscore(group_rank((fnd6_drlt)/liabilities, subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.87, 0.0359, 1.25, 0.003109, '2025-07-08T14:49:30-04:00', 6]\n",
      "['6J97gmO', 'group_zscore(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), market),densify(industry))', 1.87, 0.0515, 1.59, 0.003521, '2025-07-08T14:26:14-04:00', 6]\n",
      "['OVZQooR', 'group_rank(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), market),densify(market))', 1.87, 0.0501, 1.61, 0.003701, '2025-07-08T14:19:26-04:00', 6]\n",
      "['XepOx6a', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), market),densify(subindustry))', 1.87, 0.0334, 1.93, 0.007943, '2025-07-08T13:11:46-04:00', 6]\n",
      "['awdgRQ6', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), market),densify(market))', 1.87, 0.0334, 1.93, 0.007936, '2025-07-08T13:10:43-04:00', 6]\n",
      "['AmwmlqX', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), subindustry),densify(subindustry))', 1.87, 0.0334, 1.93, 0.007938, '2025-07-08T12:53:28-04:00', 6]\n",
      "['067xlWp', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), industry),densify(subindustry))', 1.87, 0.0334, 1.93, 0.007935, '2025-07-08T12:26:17-04:00', 6]\n",
      "['5ewE9LN', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), sector),densify(subindustry))', 1.87, 0.0334, 1.93, 0.007941, '2025-07-08T12:04:05-04:00', 6]\n",
      "['5ew0gWo', 'group_neutralize(group_rank(-(invested_capital)/capex, subindustry),densify(subindustry))', 1.87, 0.0223, 1.3, 0.005417, '2025-07-08T08:58:30-04:00', 6]\n",
      "['LrpWaza', \"group_neutralize(group_rank((fnd6_acdo)/cap, subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.87, 0.0345, 1.81, 0.006758, '2025-07-08T08:39:06-04:00', 6]\n",
      "['xWxOMaq', 'group_zscore(group_rank((fnd6_intc)/revenue, subindustry),densify(sector))', 1.87, 0.0234, 1.39, 0.005915, '2025-07-08T08:31:21-04:00', 6]\n",
      "['GxwrkXx', 'group_rank(group_rank((fnd6_intc)/revenue, subindustry),densify(sector))', 1.87, 0.0241, 1.38, 0.005615, '2025-07-08T08:25:15-04:00', 6]\n",
      "['awO522x', 'group_zscore(group_rank((fnd6_intc)/cap, subindustry),densify(sector))', 1.87, 0.0249, 1.35, 0.005222, '2025-07-08T08:07:56-04:00', 6]\n",
      "['N3RgxO7', 'group_rank(group_rank(ts_rank(fnd6_dvpa, 200), subindustry),densify(sector))', 1.86, 0.0447, 1.65, 0.004413, '2025-07-08T22:23:15-04:00', 6]\n",
      "['RK12Rbe', 'group_rank(group_rank(ts_rank(fnd6_dvpa, 200), subindustry),densify(market))', 1.86, 0.0444, 1.65, 0.004425, '2025-07-08T22:23:05-04:00', 6]\n",
      "['8YQNnkq', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.86, 0.0513, 1.73, 0.00422, '2025-07-08T18:05:48-04:00', 6]\n",
      "['35Ra81Q', 'group_zscore(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), industry),densify(industry))', 1.86, 0.0519, 1.57, 0.003435, '2025-07-08T16:16:05-04:00', 6]\n",
      "['QgVl1L5', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), market),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.86, 0.0425, 1.84, 0.00574, '2025-07-08T15:52:13-04:00', 6]\n",
      "['XenLxA0', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), market),densify(market))', 1.86, 0.0335, 1.91, 0.007882, '2025-07-08T15:51:20-04:00', 6]\n",
      "['orlwLMl', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), subindustry),densify(subindustry))', 1.86, 0.0334, 1.91, 0.007881, '2025-07-08T15:32:57-04:00', 6]\n",
      "['1PdEmbM', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), industry),densify(subindustry))', 1.86, 0.0334, 1.91, 0.007879, '2025-07-08T14:59:02-04:00', 6]\n",
      "['bnqZAdm', 'group_zscore(group_rank((fnd6_drlt)/liabilities, subindustry),densify(subindustry))', 1.86, 0.0201, 1.23, 0.005486, '2025-07-08T14:47:20-04:00', 6]\n",
      "['ev0wNdE', 'group_zscore(group_rank((fnd6_drlt)/liabilities, subindustry),densify(market))', 1.86, 0.0188, 1.24, 0.005877, '2025-07-08T14:46:38-04:00', 6]\n",
      "['1Pd9orm', \"group_neutralize(group_rank((fnd6_drlt)/liabilities, subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.86, 0.034, 1.24, 0.003257, '2025-07-08T14:35:53-04:00', 6]\n",
      "['orlppRm', 'group_neutralize(group_rank((fnd6_drlt)/liabilities, subindustry),densify(market))', 1.86, 0.0188, 1.24, 0.005877, '2025-07-08T14:33:27-04:00', 6]\n",
      "['l9ldklx', 'group_zscore(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), market),densify(market))', 1.86, 0.0506, 1.59, 0.003595, '2025-07-08T14:27:02-04:00', 6]\n",
      "['35RQEaz', 'group_rank(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), market),densify(industry))', 1.86, 0.0507, 1.58, 0.003553, '2025-07-08T14:19:16-04:00', 6]\n",
      "['nQ2xn0x', 'group_rank(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), market),densify(sector))', 1.86, 0.0503, 1.59, 0.003627, '2025-07-08T14:19:14-04:00', 6]\n",
      "['06EmzX6', 'group_neutralize(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), market),densify(market))', 1.86, 0.0507, 1.59, 0.003592, '2025-07-08T14:11:35-04:00', 6]\n",
      "['bnqY9pl', 'group_zscore(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), sector),densify(industry))', 1.86, 0.0516, 1.58, 0.003497, '2025-07-08T14:03:43-04:00', 6]\n",
      "['jx051e5', 'group_zscore(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), sector),densify(market))', 1.86, 0.0508, 1.58, 0.003559, '2025-07-08T14:03:37-04:00', 6]\n",
      "['8Yzw2Rz', 'group_neutralize(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), sector),densify(market))', 1.86, 0.0508, 1.58, 0.003556, '2025-07-08T13:51:09-04:00', 6]\n",
      "['2W7ow8N', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), densify(pv13_h_f1_sector)),densify(market))', 1.86, 0.0339, 1.9, 0.007717, '2025-07-08T13:25:28-04:00', 6]\n",
      "['kO3Mg78', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), market),densify(market))', 1.86, 0.0335, 1.91, 0.007873, '2025-07-08T13:17:43-04:00', 6]\n",
      "['3572KwO', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), market),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.86, 0.0424, 1.84, 0.005762, '2025-07-08T13:12:17-04:00', 6]\n",
      "['KQbZQQz', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), market),densify(market))', 1.86, 0.0335, 1.91, 0.00787, '2025-07-08T13:03:28-04:00', 6]\n",
      "['z09eqYR', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), subindustry),densify(market))', 1.86, 0.0336, 1.91, 0.007864, '2025-07-08T12:57:15-04:00', 6]\n",
      "['W0pzaLZ', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), subindustry),densify(market))', 1.86, 0.0336, 1.91, 0.00786, '2025-07-08T12:44:09-04:00', 6]\n",
      "['dox3qLJ', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), industry),densify(market))', 1.86, 0.0335, 1.91, 0.007861, '2025-07-08T12:35:03-04:00', 6]\n",
      "['9mwGqxd', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), industry),densify(market))', 1.86, 0.0336, 1.91, 0.007857, '2025-07-08T12:17:58-04:00', 6]\n",
      "['q3A7M51', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), sector),densify(market))', 1.86, 0.0335, 1.91, 0.007864, '2025-07-08T12:10:01-04:00', 6]\n",
      "['nQgPjqq', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), sector),densify(market))', 1.86, 0.0335, 1.91, 0.00786, '2025-07-08T11:53:19-04:00', 6]\n",
      "['awdx6b6', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), densify(pv13_h_f1_sector)),densify(market))', 1.86, 0.0339, 1.91, 0.007774, '2025-07-08T11:46:33-04:00', 6]\n",
      "['Qgaj6gG', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), densify(pv13_h_f1_sector)),densify(market))', 1.86, 0.0339, 1.91, 0.007771, '2025-07-08T10:01:42-04:00', 6]\n",
      "['8Yz7wbo', 'group_zscore(ts_mean(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240),densify(market))', 1.86, 0.0228, 2.1, 0.013978, '2025-07-08T09:54:55-04:00', 6]\n",
      "['evO8l1O', 'group_neutralize(ts_mean(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240),densify(market))', 1.86, 0.0228, 2.1, 0.013968, '2025-07-08T09:39:49-04:00', 6]\n",
      "['8YzgGdX', 'group_zscore(group_rank(-(fnd6_newqv1300_icaptq)/capex, subindustry),densify(pv13_h_min2_3000_sector))', 1.86, 0.0317, 1.1, 0.002787, '2025-07-08T09:37:34-04:00', 6]\n",
      "['KQbRxNN', 'group_neutralize(group_rank(-(fnd6_newqv1300_icaptq)/capex, subindustry),densify(subindustry))', 1.86, 0.0223, 1.29, 0.005408, '2025-07-08T09:18:26-04:00', 6]\n",
      "['V5po9kb', 'group_neutralize(group_rank(-(fnd6_newqv1300_icaptq)/capex, subindustry),densify(industry))', 1.86, 0.0224, 1.29, 0.005402, '2025-07-08T09:17:12-04:00', 6]\n",
      "['v6LVRGb', 'group_neutralize(group_rank(-(fnd6_newqv1300_icaptq)/capex, subindustry),densify(sector))', 1.86, 0.0224, 1.29, 0.005398, '2025-07-08T09:16:49-04:00', 6]\n",
      "['W0p839O', 'group_zscore(group_rank(-(invested_capital)/capex, subindustry),densify(pv13_h_min2_3000_sector))', 1.86, 0.0317, 1.11, 0.002791, '2025-07-08T09:14:28-04:00', 6]\n",
      "['gd1Oxv0', 'group_neutralize(group_rank(-(invested_capital)/capex, subindustry),densify(sector))', 1.86, 0.0224, 1.29, 0.005407, '2025-07-08T08:56:53-04:00', 6]\n",
      "['6JwVawK', 'group_neutralize(group_rank(-(invested_capital)/capex, subindustry),densify(industry))', 1.86, 0.0223, 1.29, 0.005411, '2025-07-08T08:56:35-04:00', 6]\n",
      "['AmwWKMe', \"group_rank(group_rank((fnd6_acdo)/cap, subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.86, 0.0381, 1.68, 0.005339, '2025-07-08T08:46:59-04:00', 6]\n",
      "['GxwP0P5', \"group_neutralize(group_rank((fnd6_acdo)/cap, subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.86, 0.0341, 1.79, 0.006761, '2025-07-08T08:39:59-04:00', 6]\n",
      "200\n",
      "['kO3qPr6', 'group_rank(group_rank((fnd6_intc)/revenue, subindustry),densify(market))', 1.86, 0.0232, 1.34, 0.005596, '2025-07-08T08:25:49-04:00', 6]\n",
      "['2WNn3dZ', 'group_rank(group_rank(ts_rank(fnd6_dvpa, 200), subindustry),densify(industry))', 1.85, 0.044, 1.64, 0.004472, '2025-07-08T22:22:39-04:00', 6]\n",
      "['N3Rmg3E', \"group_rank(group_rank(-(fnd6_newa2v1300_seq)/capex, subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.85, 0.0209, 1.26, 0.005499, '2025-07-08T20:48:57-04:00', 6]\n",
      "['XenMv2m', 'group_rank(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), subindustry),densify(industry))', 1.85, 0.0591, 1.49, 0.002754, '2025-07-08T18:59:14-04:00', 6]\n",
      "['P838le7', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), subindustry),densify(subindustry))', 1.85, 0.0336, 1.89, 0.007757, '2025-07-08T18:46:55-04:00', 6]\n",
      "['V5PMAP0', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.85, 0.051, 1.71, 0.00419, '2025-07-08T18:19:06-04:00', 6]\n",
      "['P832EYL', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), industry),densify(subindustry))', 1.85, 0.0337, 1.89, 0.007754, '2025-07-08T17:30:25-04:00', 6]\n",
      "['bnqbZ2r', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), industry),densify(sector))', 1.85, 0.0426, 1.9, 0.006201, '2025-07-08T17:29:47-04:00', 6]\n",
      "['RK87QA1', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), market),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.85, 0.0426, 1.82, 0.005689, '2025-07-08T17:13:25-04:00', 6]\n",
      "['OVZ7YbR', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), market),densify(subindustry))', 1.85, 0.0337, 1.89, 0.007765, '2025-07-08T17:13:11-04:00', 6]\n",
      "['9mrXqRo', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), market),densify(market))', 1.85, 0.0337, 1.89, 0.007764, '2025-07-08T17:12:37-04:00', 6]\n",
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      "['bnL3gkZ', 'group_rank(group_rank(-(fnd6_newqv1300_icaptq)/capex, subindustry),densify(sector))', 1.84, 0.0238, 1.3, 0.005241, '2025-07-08T09:23:30-04:00', 6]\n",
      "['1P75w0W', 'group_neutralize(group_rank(-(fnd6_newqv1300_icaptq)/capex, subindustry),densify(pv13_r2_min20_3000_sector))', 1.84, 0.0245, 1.15, 0.003985, '2025-07-08T09:20:51-04:00', 6]\n",
      "['W0p630k', \"group_rank(group_rank(-(invested_capital)/capex, subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.84, 0.0378, 1.26, 0.003104, '2025-07-08T09:07:03-04:00', 6]\n",
      "['m18MbJW', 'group_rank(group_rank(-(invested_capital)/capex, subindustry),densify(subindustry))', 1.84, 0.0227, 1.28, 0.005324, '2025-07-08T09:05:04-04:00', 6]\n",
      "300\n",
      "['7MwE98Z', 'group_rank(group_rank(-(invested_capital)/capex, subindustry),densify(sector))', 1.84, 0.0238, 1.3, 0.005248, '2025-07-08T09:02:39-04:00', 6]\n",
      "['ELwWPlJ', 'group_neutralize(group_rank(-(invested_capital)/capex, subindustry),densify(pv13_r2_min20_3000_sector))', 1.84, 0.0245, 1.15, 0.003992, '2025-07-08T09:00:32-04:00', 6]\n",
      "['J1dA1xj', \"group_neutralize(group_rank((fnd6_intc)/cap, subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.84, 0.0286, 1.26, 0.004116, '2025-07-08T07:57:02-04:00', 6]\n",
      "['RKroz20', \"group_neutralize(group_rank((fnd6_drlt)/revenue, subindustry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.84, 0.0183, 1.18, 0.005582, '2025-07-08T07:34:16-04:00', 6]\n",
      "['RK1bV3o', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), market),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.83, 0.0508, 1.7, 0.004232, '2025-07-08T23:51:35-04:00', 6]\n",
      "['pZKNxr6', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), sector),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.83, 0.0508, 1.7, 0.004234, '2025-07-08T23:28:21-04:00', 6]\n",
      "['rVP6Klo', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), subindustry),densify(subindustry))', 1.83, 0.0371, 1.71, 0.005885, '2025-07-08T21:40:09-04:00', 6]\n",
      "['7MnOrMZ', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), industry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.83, 0.051, 1.7, 0.004222, '2025-07-08T21:29:50-04:00', 6]\n",
      "['V53JbeM', \"group_zscore(group_rank(-(fnd6_cptmfmq_ceqq)/capex, subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.83, 0.0244, 1.27, 0.00496, '2025-07-08T21:11:54-04:00', 6]\n",
      "['P8O998x', \"group_rank(group_rank(-(fnd6_cptmfmq_ceqq)/capex, subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.83, 0.0267, 1.29, 0.004657, '2025-07-08T21:05:23-04:00', 6]\n",
      "['Xe85JLa', \"group_neutralize(group_rank(-(fnd6_cptmfmq_ceqq)/capex, subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.83, 0.0242, 1.28, 0.005038, '2025-07-08T21:00:21-04:00', 6]\n",
      "['N3RmE2L', \"group_zscore(group_rank(-(fnd6_newa2v1300_seq)/capex, subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.83, 0.019, 1.21, 0.005756, '2025-07-08T20:54:04-04:00', 6]\n",
      "['xWd6Edn', 'group_neutralize(group_rank(-(fnd6_newa2v1300_seq)/capex, subindustry),densify(pv13_h_min2_3000_sector))', 1.83, 0.0217, 1.15, 0.004552, '2025-07-08T20:44:18-04:00', 6]\n",
      "['awnpRQR', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), industry),densify(industry))', 1.83, 0.0392, 1.75, 0.005852, '2025-07-08T19:49:46-04:00', 6]\n",
      "['v6lQxWb', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), industry),densify(subindustry))', 1.83, 0.0372, 1.71, 0.005887, '2025-07-08T19:46:05-04:00', 6]\n",
      "['orljrKJ', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), market),densify(industry))', 1.83, 0.0391, 1.75, 0.005856, '2025-07-08T19:33:13-04:00', 6]\n",
      "['V5PQYqM', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), market),densify(subindustry))', 1.83, 0.0371, 1.72, 0.005911, '2025-07-08T19:29:23-04:00', 6]\n",
      "['ELEMdvm', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), sector),densify(industry))', 1.83, 0.0391, 1.75, 0.005863, '2025-07-08T19:17:34-04:00', 6]\n",
      "['jx0JAZ9', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), sector),densify(subindustry))', 1.83, 0.0372, 1.71, 0.00589, '2025-07-08T19:14:33-04:00', 6]\n",
      "['6J923bY', 'group_zscore(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), subindustry),densify(market))', 1.83, 0.0518, 1.5, 0.00326, '2025-07-08T19:03:35-04:00', 6]\n",
      "['do0v7xJ', 'group_neutralize(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), subindustry),densify(market))', 1.83, 0.0519, 1.5, 0.003257, '2025-07-08T18:55:32-04:00', 6]\n",
      "['ev0v1KM', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), subindustry),densify(market))', 1.83, 0.0338, 1.86, 0.007675, '2025-07-08T18:50:14-04:00', 6]\n",
      "['9mrMxR1', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.83, 0.0427, 1.79, 0.005624, '2025-07-08T18:41:31-04:00', 6]\n",
      "['Lr1zGr6', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), subindustry),densify(market))', 1.83, 0.0339, 1.86, 0.007671, '2025-07-08T18:40:25-04:00', 6]\n",
      "['QgVNYvw', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), densify(pv13_h_f1_sector)),densify(market))', 1.83, 0.0378, 1.71, 0.005756, '2025-07-08T18:33:06-04:00', 6]\n",
      "['do0YdXv', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), densify(pv13_h_f1_sector)),densify(market))', 1.83, 0.0378, 1.71, 0.005756, '2025-07-08T18:22:42-04:00', 6]\n",
      "['v6lYXdG', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), subindustry),densify(market))', 1.83, 0.044, 1.78, 0.005351, '2025-07-08T18:18:18-04:00', 6]\n",
      "['ELEQzg9', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), subindustry),densify(market))', 1.83, 0.044, 1.78, 0.005346, '2025-07-08T18:08:51-04:00', 6]\n",
      "['ELEQY00', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), densify(pv13_h_f1_sector)),densify(market))', 1.83, 0.0444, 1.77, 0.005291, '2025-07-08T18:04:35-04:00', 6]\n",
      "['RK8Aoe0', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), densify(pv13_h_f1_sector)),densify(market))', 1.83, 0.0445, 1.77, 0.005287, '2025-07-08T17:52:40-04:00', 6]\n",
      "['RK86k0j', 'group_neutralize(group_rank(-(fnd6_newqv1300_teqq)/capex, subindustry),densify(subindustry))', 1.83, 0.0196, 1.36, 0.007046, '2025-07-08T17:40:02-04:00', 6]\n",
      "['2WLmqYZ', 'group_neutralize(group_rank(-(fnd6_newqv1300_teqq)/capex, subindustry),densify(sector))', 1.83, 0.0196, 1.36, 0.007033, '2025-07-08T17:39:26-04:00', 6]\n",
      "['m1b628E', 'group_neutralize(group_rank(-(fnd6_newqv1300_teqq)/capex, subindustry),densify(industry))', 1.83, 0.0196, 1.36, 0.007038, '2025-07-08T17:39:21-04:00', 6]\n",
      "['9mrVJ8e', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), industry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.83, 0.0427, 1.79, 0.005625, '2025-07-08T17:23:56-04:00', 6]\n",
      "['N3rRvYg', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), sector),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.83, 0.0964, 1.84, 0.002633, '2025-07-08T16:57:27-04:00', 6]\n",
      "['kO0no38', 'group_neutralize(group_rank((fnd6_acdo)/liabilities, subindustry),densify(sector))', 1.83, 0.0389, 1.7, 0.005544, '2025-07-08T16:20:56-04:00', 6]\n",
      "['ELEqpom', 'group_neutralize(group_rank((fnd6_acdo)/liabilities, subindustry),densify(industry))', 1.83, 0.0388, 1.7, 0.005556, '2025-07-08T16:20:54-04:00', 6]\n",
      "['Lr1XYxn', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), market),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.83, 0.0425, 1.78, 0.005537, '2025-07-08T15:59:15-04:00', 6]\n",
      "['pZlEeXX', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), market),densify(sector))', 1.83, 0.0336, 1.86, 0.007692, '2025-07-08T15:51:22-04:00', 6]\n",
      "['Lr16RR2', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), market),densify(subindustry))', 1.83, 0.0334, 1.86, 0.007765, '2025-07-08T15:47:51-04:00', 6]\n",
      "['rVlLzQo', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), market),densify(industry))', 1.83, 0.0336, 1.86, 0.00772, '2025-07-08T15:46:53-04:00', 6]\n",
      "['1PdLvvM', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), market),densify(sector))', 1.83, 0.0336, 1.86, 0.007694, '2025-07-08T15:45:57-04:00', 6]\n",
      "['OVZKlZJ', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), subindustry),densify(subindustry))', 1.83, 0.0334, 1.86, 0.007753, '2025-07-08T15:28:15-04:00', 6]\n",
      "['GxLE7G5', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), subindustry),densify(industry))', 1.83, 0.0336, 1.86, 0.007709, '2025-07-08T15:27:13-04:00', 6]\n",
      "['YJ0X9Qq', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), subindustry),densify(sector))', 1.83, 0.0337, 1.86, 0.007684, '2025-07-08T15:27:12-04:00', 6]\n",
      "['GxLVGY0', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), sector),densify(sector))', 1.83, 0.0336, 1.86, 0.00769, '2025-07-08T15:16:50-04:00', 6]\n",
      "['AmPdA5e', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), sector),densify(subindustry))', 1.83, 0.0334, 1.86, 0.007756, '2025-07-08T15:12:19-04:00', 6]\n",
      "['W0GmRwZ', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), sector),densify(industry))', 1.83, 0.0336, 1.86, 0.007711, '2025-07-08T15:11:29-04:00', 6]\n",
      "['GxLvQJO', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), sector),densify(sector))', 1.83, 0.0336, 1.86, 0.007684, '2025-07-08T15:10:06-04:00', 6]\n",
      "['gdMEbL0', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), industry),densify(subindustry))', 1.83, 0.0334, 1.86, 0.007751, '2025-07-08T14:53:22-04:00', 6]\n",
      "['7M1E1mL', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), industry),densify(industry))', 1.83, 0.0336, 1.86, 0.007706, '2025-07-08T14:52:28-04:00', 6]\n",
      "['P83d1VM', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), industry),densify(sector))', 1.83, 0.0337, 1.86, 0.007681, '2025-07-08T14:52:10-04:00', 6]\n",
      "['N3r0AjX', \"group_zscore(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), market),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.83, 0.056, 1.48, 0.002933, '2025-07-08T14:28:14-04:00', 6]\n",
      "['OVpXR5Y', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), densify(pv13_h_f1_sector)),densify(subindustry))', 1.83, 0.0337, 1.86, 0.007665, '2025-07-08T13:26:36-04:00', 6]\n",
      "['QgapvZw', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), densify(pv13_h_f1_sector)),densify(sector))', 1.83, 0.034, 1.86, 0.007596, '2025-07-08T13:25:59-04:00', 6]\n",
      "['jxZKA5Q', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), densify(pv13_h_f1_sector)),densify(industry))', 1.83, 0.0339, 1.86, 0.007623, '2025-07-08T13:25:27-04:00', 6]\n",
      "['gd150Mv', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), market),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.83, 0.0425, 1.78, 0.005562, '2025-07-08T13:19:33-04:00', 6]\n",
      "['xWxEVmm', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), market),densify(industry))', 1.83, 0.0335, 1.86, 0.007731, '2025-07-08T13:10:47-04:00', 6]\n",
      "['V5pMQN5', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), industry),densify(industry))', 1.83, 0.0335, 1.86, 0.007727, '2025-07-08T12:24:58-04:00', 6]\n",
      "['N3pK27p', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), industry),densify(market))', 1.83, 0.043, 1.88, 0.006154, '2025-07-08T12:24:23-04:00', 6]\n",
      "['1P7G0EM', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), industry),densify(sector))', 1.83, 0.0424, 1.87, 0.006182, '2025-07-08T12:24:07-04:00', 6]\n",
      "['ELwQGb0', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), sector),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.83, 0.0425, 1.78, 0.005555, '2025-07-08T12:13:56-04:00', 6]\n",
      "['OVpAvwJ', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), sector),densify(industry))', 1.83, 0.0335, 1.86, 0.007728, '2025-07-08T12:03:20-04:00', 6]\n",
      "['P8pr6rM', 'group_neutralize(ts_mean(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240),densify(subindustry))', 1.83, 0.0224, 2.05, 0.013994, '2025-07-08T09:42:04-04:00', 6]\n",
      "['l9V6b0N', 'group_neutralize(ts_mean(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240),densify(sector))', 1.83, 0.0227, 2.05, 0.013796, '2025-07-08T09:40:51-04:00', 6]\n",
      "['AmwJ9vw', 'group_neutralize(ts_mean(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240),densify(industry))', 1.83, 0.0226, 2.05, 0.013855, '2025-07-08T09:40:19-04:00', 6]\n",
      "['wPR62bd', 'group_rank(group_rank(-(fnd6_newqv1300_icaptq)/capex, subindustry),densify(pv13_r2_min20_3000_sector))', 1.83, 0.0271, 1.14, 0.003591, '2025-07-08T09:30:10-04:00', 6]\n",
      "['gd1zVZ0', 'group_rank(group_rank(-(fnd6_newqv1300_icaptq)/capex, subindustry),densify(industry))', 1.83, 0.024, 1.28, 0.005084, '2025-07-08T09:23:41-04:00', 6]\n",
      "['YJpG8YM', 'group_rank(group_rank(-(invested_capital)/capex, subindustry),densify(pv13_r2_min20_3000_sector))', 1.83, 0.0271, 1.14, 0.003596, '2025-07-08T09:07:03-04:00', 6]\n",
      "['orKMw1E', 'group_rank(group_rank(-(invested_capital)/capex, subindustry),densify(industry))', 1.83, 0.024, 1.28, 0.005091, '2025-07-08T09:03:19-04:00', 6]\n",
      "['jxZRE2W', \"group_zscore(group_rank((fnd6_acdo)/cap, subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.83, 0.0644, 1.73, 0.003455, '2025-07-08T08:54:14-04:00', 6]\n",
      "['GxwPQ9G', 'group_rank(group_rank((fnd6_acdo)/cap, subindustry),densify(industry))', 1.83, 0.0255, 1.76, 0.009018, '2025-07-08T08:43:35-04:00', 6]\n",
      "['xWxO96m', 'group_zscore(group_rank((fnd6_intc)/revenue, subindustry),densify(industry))', 1.83, 0.0242, 1.35, 0.005658, '2025-07-08T08:31:55-04:00', 6]\n",
      "['357qz16', 'group_rank(group_rank((fnd6_intc)/revenue, subindustry),densify(industry))', 1.83, 0.0247, 1.33, 0.00532, '2025-07-08T08:25:15-04:00', 6]\n",
      "['9mwzXdd', \"group_neutralize(group_rank((fnd6_intc)/revenue, subindustry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.83, 0.0261, 1.16, 0.003825, '2025-07-08T08:17:54-04:00', 6]\n",
      "['ELKPM7K', \"group_rank(group_rank((fnd6_drlt)/revenue, subindustry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.83, 0.0197, 1.14, 0.004933, '2025-07-08T07:42:16-04:00', 6]\n",
      "['MZLMx9a', 'group_zscore(group_rank((fnd6_newa2v1300_rdipd)/cap, subindustry),densify(market))', 1.82, 0.0279, 1.69, 0.00774, '2025-07-08T20:22:26-04:00', 6]\n",
      "['LrdLANe', \"group_neutralize(group_rank((fnd6_newa2v1300_rdipd)/cap, subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.82, 0.0359, 1.65, 0.005753, '2025-07-08T20:11:09-04:00', 6]\n",
      "['l93eel5', 'group_neutralize(group_rank((fnd6_newa2v1300_rdipd)/cap, subindustry),densify(market))', 1.82, 0.0279, 1.69, 0.007738, '2025-07-08T20:10:07-04:00', 6]\n",
      "['QgVwEdW', \"group_neutralize(group_rank((fnd6_newa2v1300_rdipeps)/cap, subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.82, 0.0358, 1.65, 0.00575, '2025-07-08T19:55:39-04:00', 6]\n",
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      "['jx07V2O', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), industry),densify(market))', 1.82, 0.0371, 1.7, 0.005882, '2025-07-08T19:49:38-04:00', 6]\n",
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      "['P83L8a7', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), market),densify(market))', 1.82, 0.037, 1.7, 0.005918, '2025-07-08T19:33:09-04:00', 6]\n",
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      "['orl0Nb6', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), market),densify(market))', 1.82, 0.037, 1.7, 0.005916, '2025-07-08T19:22:21-04:00', 6]\n",
      "['9mr3NZK', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), sector),densify(market))', 1.82, 0.037, 1.7, 0.005913, '2025-07-08T19:17:40-04:00', 6]\n",
      "['N3rG0Ko', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), sector),densify(market))', 1.82, 0.037, 1.7, 0.005912, '2025-07-08T19:10:18-04:00', 6]\n",
      "['do0YR6J', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), densify(pv13_h_f1_sector)),densify(subindustry))', 1.82, 0.0376, 1.69, 0.005729, '2025-07-08T18:23:36-04:00', 6]\n",
      "['KQ9vLqj', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), densify(pv13_h_f1_sector)),densify(sector))', 1.82, 0.0379, 1.69, 0.005687, '2025-07-08T18:22:54-04:00', 6]\n",
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      "['nQ26dz8', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.82, 0.0611, 1.62, 0.003259, '2025-07-08T18:15:49-04:00', 6]\n",
      "['W0GlxwO', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), subindustry),densify(subindustry))', 1.82, 0.0438, 1.76, 0.005316, '2025-07-08T18:09:27-04:00', 6]\n",
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      "['gdMZgxK', 'group_rank(group_rank(-(fnd6_newqv1300_teqq)/capex, subindustry),densify(market))', 1.82, 0.0207, 1.38, 0.006905, '2025-07-08T17:43:25-04:00', 6]\n",
      "['nQ2Pm2q', 'group_rank(group_rank(-(fnd6_newqv1300_teqq)/capex, subindustry),densify(sector))', 1.82, 0.0208, 1.37, 0.006846, '2025-07-08T17:43:14-04:00', 6]\n",
      "['YJ0MxVJ', 'group_neutralize(group_rank(-(fnd6_newqv1300_teqq)/capex, subindustry),densify(pv13_r2_min2_3000_sector))', 1.82, 0.026, 1.2, 0.004143, '2025-07-08T17:42:36-04:00', 6]\n",
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      "['v6lj7la', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), market),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.82, 0.0427, 1.76, 0.005474, '2025-07-08T17:19:49-04:00', 6]\n",
      "400\n",
      "['1Pdwkq6', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), market),densify(sector))', 1.82, 0.0338, 1.84, 0.007576, '2025-07-08T17:12:44-04:00', 6]\n",
      "['orlNYjv', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), market),densify(subindustry))', 1.82, 0.0336, 1.84, 0.007646, '2025-07-08T17:07:55-04:00', 6]\n",
      "['8YQpK6a', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), market),densify(industry))', 1.82, 0.0338, 1.84, 0.007603, '2025-07-08T17:07:04-04:00', 6]\n",
      "['W0GAdLo', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), market),densify(sector))', 1.82, 0.0338, 1.84, 0.007577, '2025-07-08T17:06:44-04:00', 6]\n",
      "['wPlldA6', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), sector),densify(sector))', 1.82, 0.0338, 1.84, 0.007575, '2025-07-08T16:55:53-04:00', 6]\n",
      "['W0GGPZZ', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), sector),densify(subindustry))', 1.82, 0.0336, 1.84, 0.007637, '2025-07-08T16:52:53-04:00', 6]\n",
      "['1Pdddjk', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), sector),densify(industry))', 1.82, 0.0338, 1.84, 0.007593, '2025-07-08T16:52:08-04:00', 6]\n",
      "['ELEKRkm', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), densify(pv13_h_f1_sector)),densify(subindustry))', 1.82, 0.034, 1.84, 0.007544, '2025-07-08T16:37:02-04:00', 6]\n",
      "['nQ2WNQz', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), densify(pv13_h_f1_sector)),densify(sector))', 1.82, 0.0342, 1.84, 0.007477, '2025-07-08T16:36:24-04:00', 6]\n",
      "['RK8r1Ae', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), densify(pv13_h_f1_sector)),densify(industry))', 1.82, 0.0342, 1.84, 0.007503, '2025-07-08T16:36:10-04:00', 6]\n",
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      "['v6l97dv', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), market),densify(industry))', 1.82, 0.0335, 1.85, 0.007674, '2025-07-08T15:51:36-04:00', 6]\n",
      "['QgVqpNg', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.82, 0.0425, 1.76, 0.005518, '2025-07-08T15:43:30-04:00', 6]\n",
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      "['5eORpRJ', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), sector),densify(industry))', 1.82, 0.0335, 1.85, 0.007671, '2025-07-08T15:16:50-04:00', 6]\n",
      "['l9lZJ0O', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), industry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.82, 0.0425, 1.76, 0.005514, '2025-07-08T15:06:22-04:00', 6]\n",
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      "['xWkgaZb', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), industry),densify(market))', 1.82, 0.0429, 1.87, 0.00614, '2025-07-08T14:58:11-04:00', 6]\n",
      "['RK8Q53o', 'group_zscore(group_rank((fnd6_drlt)/liabilities, subindustry),densify(sector))', 1.82, 0.0193, 1.21, 0.005686, '2025-07-08T14:46:24-04:00', 6]\n",
      "['xWk8v1n', 'group_zscore(group_rank((fnd6_drlt)/liabilities, subindustry),densify(industry))', 1.82, 0.0198, 1.19, 0.005343, '2025-07-08T14:46:17-04:00', 6]\n",
      "['orl5OGl', 'group_rank(group_rank((fnd6_drlt)/liabilities, subindustry),densify(subindustry))', 1.82, 0.02, 1.2, 0.005458, '2025-07-08T14:42:11-04:00', 6]\n",
      "['OVZO85q', \"group_zscore(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), market),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.82, 0.0581, 1.47, 0.002815, '2025-07-08T14:29:26-04:00', 6]\n",
      "['wPl8Y0Q', \"group_zscore(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), sector),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.82, 0.0561, 1.47, 0.002904, '2025-07-08T14:05:01-04:00', 6]\n",
      "['AmwAOXR', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), densify(pv13_h_f1_sector)),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.82, 0.0427, 1.76, 0.005484, '2025-07-08T13:47:23-04:00', 6]\n",
      "['m18NdmW', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), market),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.82, 0.0434, 1.79, 0.005552, '2025-07-08T13:18:37-04:00', 6]\n",
      "['ELwM1p9', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), market),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.82, 0.042, 1.78, 0.00567, '2025-07-08T13:13:30-04:00', 6]\n",
      "['Qga6jXp', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.82, 0.0425, 1.77, 0.005544, '2025-07-08T12:59:26-04:00', 6]\n",
      "['0676eYK', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), subindustry),densify(market))', 1.82, 0.0411, 1.87, 0.006394, '2025-07-08T12:52:06-04:00', 6]\n",
      "['q3AYlev', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), industry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.82, 0.0425, 1.77, 0.00554, '2025-07-08T12:37:15-04:00', 6]\n",
      "['ELwQA3P', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), sector),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.82, 0.0434, 1.78, 0.005543, '2025-07-08T12:11:16-04:00', 6]\n",
      "['V5p03LG', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), densify(pv13_h_f1_sector)),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.82, 0.0426, 1.76, 0.005509, '2025-07-08T11:50:00-04:00', 6]\n",
      "['wPRbnX2', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.82, 0.0435, 1.78, 0.005504, '2025-07-08T11:48:50-04:00', 6]\n",
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      "['V5pn2eb', \"group_rank(group_rank(-(fnd6_newqv1300_icaptq)/capex, subindustry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.82, 0.0262, 1.09, 0.003457, '2025-07-08T09:27:18-04:00', 6]\n",
      "['V5pg0Q8', \"group_rank(group_rank(-(invested_capital)/capex, subindustry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.82, 0.0262, 1.1, 0.003464, '2025-07-08T09:06:12-04:00', 6]\n",
      "['kO37Yl6', \"group_zscore(group_rank((fnd6_acdo)/cap, subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.82, 0.0362, 1.72, 0.006193, '2025-07-08T08:52:23-04:00', 6]\n",
      "['9mwvjVr', 'group_zscore(group_rank((fnd6_acdo)/cap, subindustry),densify(industry))', 1.82, 0.0268, 1.85, 0.009614, '2025-07-08T08:50:22-04:00', 6]\n",
      "['N3pxnqw', 'group_zscore(group_rank((fnd6_intc)/revenue, subindustry),densify(subindustry))', 1.82, 0.0245, 1.35, 0.005608, '2025-07-08T08:33:00-04:00', 6]\n",
      "['kOKzGwg', \"group_zscore(group_rank((fnd6_intc)/cap, subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.82, 0.0413, 1.26, 0.002895, '2025-07-08T08:11:56-04:00', 6]\n",
      "['orYxG8v', \"group_zscore(group_rank((fnd6_intc)/cap, subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.82, 0.03, 1.26, 0.003986, '2025-07-08T08:11:48-04:00', 6]\n",
      "['nQWL3W3', 'group_zscore(group_rank((fnd6_intc)/cap, subindustry),densify(subindustry))', 1.82, 0.026, 1.32, 0.005012, '2025-07-08T08:09:07-04:00', 6]\n",
      "['1PgreKJ', 'group_zscore(group_rank((fnd6_intc)/cap, subindustry),densify(industry))', 1.82, 0.0256, 1.31, 0.005031, '2025-07-08T08:06:44-04:00', 6]\n",
      "['35ANZvP', 'group_neutralize(group_rank((fnd6_intc)/cap, subindustry),densify(pv13_r2_min2_3000_sector))', 1.82, 0.0283, 1.13, 0.003428, '2025-07-08T07:59:40-04:00', 6]\n",
      "['1Pg83kJ', \"group_neutralize(group_rank((fnd6_intc)/cap, subindustry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.82, 0.0272, 1.17, 0.003824, '2025-07-08T07:57:51-04:00', 6]\n",
      "['V536q20', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), market),densify(subindustry))', 1.81, 0.0437, 1.75, 0.005367, '2025-07-08T23:41:04-04:00', 6]\n",
      "['Qg9r98p', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), subindustry),densify(industry))', 1.81, 0.0393, 1.72, 0.005743, '2025-07-08T21:44:23-04:00', 6]\n",
      "['z0RX1do', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), industry),densify(pv13_r2_min2_3000_sector))', 1.81, 0.0927, 1.49, 0.001826, '2025-07-08T21:32:13-04:00', 6]\n",
      "['doRqXEv', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), industry),densify(subindustry))', 1.81, 0.0437, 1.76, 0.005378, '2025-07-08T21:22:46-04:00', 6]\n",
      "['9m70jlq', 'group_zscore(group_rank(-(fnd6_cptmfmq_ceqq)/capex, subindustry),densify(market))', 1.81, 0.0207, 1.32, 0.00645, '2025-07-08T21:09:14-04:00', 6]\n",
      "['Qg9Xb2W', 'group_zscore(group_rank(-(fnd6_cptmfmq_ceqq)/capex, subindustry),densify(sector))', 1.81, 0.0209, 1.32, 0.006412, '2025-07-08T21:09:11-04:00', 6]\n",
      "['W0V6Nek', 'group_neutralize(group_rank(-(fnd6_cptmfmq_ceqq)/capex, subindustry),densify(market))', 1.81, 0.0207, 1.32, 0.00645, '2025-07-08T20:58:20-04:00', 6]\n",
      "['rVPvpXo', 'group_zscore(group_rank(-(fnd6_newa2v1300_seq)/capex, subindustry),densify(pv13_h_min2_3000_sector))', 1.81, 0.0225, 1.09, 0.004023, '2025-07-08T20:55:16-04:00', 6]\n",
      "['8Ye9R0W', 'group_zscore(group_rank(-(fnd6_newa2v1300_seq)/capex, subindustry),densify(market))', 1.81, 0.0151, 1.26, 0.007954, '2025-07-08T20:51:56-04:00', 6]\n",
      "['nQ8Je7x', \"group_neutralize(group_rank(-(fnd6_newa2v1300_seq)/capex, subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.81, 0.0188, 1.2, 0.005828, '2025-07-08T20:43:32-04:00', 6]\n",
      "['YJgrgqo', 'group_neutralize(group_rank(-(fnd6_newa2v1300_seq)/capex, subindustry),densify(market))', 1.81, 0.0151, 1.26, 0.007955, '2025-07-08T20:41:14-04:00', 6]\n",
      "['awEYkl5', 'group_zscore(group_rank(ts_rank(fnd6_acdo, 60), densify(pv13_h_f1_sector)),densify(market))', 1.81, 0.0297, 1.82, 0.008521, '2025-07-08T20:37:00-04:00', 6]\n",
      "['wPEKrb1', 'group_neutralize(group_rank(ts_rank(fnd6_acdo, 60), densify(pv13_h_f1_sector)),densify(market))', 1.81, 0.0297, 1.82, 0.008519, '2025-07-08T20:27:16-04:00', 6]\n",
      "['kOZEjW6', 'group_zscore(group_rank((fnd6_newa2v1300_rdipd)/cap, subindustry),densify(subindustry))', 1.81, 0.0339, 1.71, 0.006564, '2025-07-08T20:23:34-04:00', 6]\n",
      "['doR2R2X', 'group_zscore(group_rank((fnd6_newa2v1300_rdipeps)/cap, subindustry),densify(market))', 1.81, 0.0279, 1.68, 0.007738, '2025-07-08T20:05:12-04:00', 6]\n",
      "['awnm2qv', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), market),densify(sector))', 1.81, 0.037, 1.69, 0.005906, '2025-07-08T19:28:38-04:00', 6]\n",
      "['xWkoNgN', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), sector),densify(sector))', 1.81, 0.037, 1.69, 0.005885, '2025-07-08T19:13:56-04:00', 6]\n",
      "['kO0Ykqg', 'group_zscore(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), subindustry),densify(industry))', 1.81, 0.0526, 1.49, 0.0032, '2025-07-08T19:03:23-04:00', 6]\n",
      "['rVl8AE1', 'group_neutralize(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), subindustry),densify(subindustry))', 1.81, 0.0517, 1.48, 0.003238, '2025-07-08T18:56:18-04:00', 6]\n",
      "['AmPEawE', 'group_neutralize(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), subindustry),densify(sector))', 1.81, 0.0519, 1.48, 0.00323, '2025-07-08T18:55:32-04:00', 6]\n",
      "['5eOY9jX', 'group_neutralize(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), subindustry),densify(industry))', 1.81, 0.0518, 1.48, 0.003233, '2025-07-08T18:55:22-04:00', 6]\n",
      "['m1b7oZW', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), subindustry),densify(subindustry))', 1.81, 0.0336, 1.83, 0.007621, '2025-07-08T18:41:30-04:00', 6]\n",
      "['bnqzbYr', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), subindustry),densify(sector))', 1.81, 0.0339, 1.83, 0.007555, '2025-07-08T18:40:51-04:00', 6]\n",
      "['xWkGj8w', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), subindustry),densify(industry))', 1.81, 0.0338, 1.83, 0.007579, '2025-07-08T18:40:29-04:00', 6]\n",
      "['z0mgRMd', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.81, 0.0455, 1.64, 0.004487, '2025-07-08T18:23:27-04:00', 6]\n",
      "['7M1GGKb', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), subindustry),densify(pv13_r2_min20_3000_sector))', 1.81, 0.0579, 1.42, 0.002672, '2025-07-08T18:16:44-04:00', 6]\n",
      "['Lr1KzaM', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), subindustry),densify(sector))', 1.81, 0.044, 1.75, 0.005281, '2025-07-08T18:08:48-04:00', 6]\n",
      "['2WL56zJ', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), subindustry),densify(industry))', 1.81, 0.044, 1.75, 0.005291, '2025-07-08T18:08:48-04:00', 6]\n",
      "['GxLWJkZ', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), densify(pv13_h_f1_sector)),densify(subindustry))', 1.81, 0.0442, 1.75, 0.005258, '2025-07-08T17:55:04-04:00', 6]\n",
      "['v6l1wM3', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), densify(pv13_h_f1_sector)),densify(industry))', 1.81, 0.0444, 1.75, 0.005231, '2025-07-08T17:54:06-04:00', 6]\n",
      "['awnVmrw', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), densify(pv13_h_f1_sector)),densify(sector))', 1.81, 0.0445, 1.74, 0.005222, '2025-07-08T17:52:55-04:00', 6]\n",
      "['do0bNAJ', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), industry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.81, 0.0427, 1.75, 0.005451, '2025-07-08T17:36:59-04:00', 6]\n",
      "['awnbZv2', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), industry),densify(industry))', 1.81, 0.0337, 1.83, 0.007548, '2025-07-08T17:29:46-04:00', 6]\n",
      "['XenWLQa', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), industry),densify(sector))', 1.81, 0.0339, 1.83, 0.007566, '2025-07-08T17:22:52-04:00', 6]\n",
      "['pZlj3mx', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), market),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.81, 0.0436, 1.77, 0.005475, '2025-07-08T17:19:00-04:00', 6]\n",
      "['9mrpNR2', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), market),densify(industry))', 1.81, 0.0337, 1.83, 0.00756, '2025-07-08T17:12:13-04:00', 6]\n",
      "['9mr7OP1', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), sector),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.81, 0.0427, 1.75, 0.005468, '2025-07-08T17:03:21-04:00', 6]\n",
      "['W0GGZnZ', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), sector),densify(industry))', 1.81, 0.0337, 1.83, 0.007559, '2025-07-08T16:55:47-04:00', 6]\n",
      "['8YQQQwX', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), sector),densify(sector))', 1.81, 0.0338, 1.83, 0.007568, '2025-07-08T16:52:11-04:00', 6]\n",
      "['6J997R5', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), densify(pv13_h_f1_sector)),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.81, 0.0429, 1.75, 0.005424, '2025-07-08T16:48:50-04:00', 6]\n",
      "['XenpAl1', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.81, 0.0438, 1.77, 0.00543, '2025-07-08T16:47:25-04:00', 6]\n",
      "['8YQneMq', \"group_rank(group_rank((fnd6_acdo)/liabilities, subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.81, 0.0482, 1.54, 0.003756, '2025-07-08T16:28:14-04:00', 6]\n",
      "['gdMx7wO', 'group_rank(group_rank((fnd6_acdo)/liabilities, subindustry),densify(industry))', 1.81, 0.0386, 1.63, 0.005218, '2025-07-08T16:25:59-04:00', 6]\n",
      "['ev02mz6', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), market),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.81, 0.042, 1.76, 0.005647, '2025-07-08T15:52:51-04:00', 6]\n",
      "['MZQqxZn', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.81, 0.0434, 1.77, 0.005507, '2025-07-08T15:40:05-04:00', 6]\n",
      "['OVZKoZJ', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), sector),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.81, 0.0434, 1.77, 0.00552, '2025-07-08T15:23:45-04:00', 6]\n",
      "['1Pd5Y2Q', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), industry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.81, 0.0434, 1.77, 0.005506, '2025-07-08T15:04:49-04:00', 6]\n",
      "['5eO0Pr5', \"group_zscore(group_rank((fnd6_drlt)/liabilities, subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.81, 0.0245, 1.17, 0.004262, '2025-07-08T14:48:32-04:00', 6]\n",
      "['RK83NXn', \"group_neutralize(group_rank((fnd6_drlt)/liabilities, subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.81, 0.0236, 1.17, 0.004389, '2025-07-08T14:35:47-04:00', 6]\n",
      "['2WL89n8', \"group_rank(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), market),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.81, 0.055, 1.47, 0.002995, '2025-07-08T14:22:01-04:00', 6]\n",
      "['8YQ5pXl', \"group_rank(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), market),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.81, 0.0547, 1.47, 0.003006, '2025-07-08T14:20:18-04:00', 6]\n",
      "['kO0xa1O', \"group_zscore(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), sector),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.81, 0.0566, 1.46, 0.002871, '2025-07-08T14:05:49-04:00', 6]\n",
      "['KQboM8p', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.81, 0.0436, 1.77, 0.005482, '2025-07-08T13:43:36-04:00', 6]\n",
      "['QgaoqZr', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), market),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.81, 0.042, 1.76, 0.005633, '2025-07-08T13:07:00-04:00', 6]\n",
      "['RKpP3de', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.81, 0.0434, 1.77, 0.00553, '2025-07-08T12:57:48-04:00', 6]\n",
      "500\n",
      "['XepvP01', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), industry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.81, 0.0434, 1.77, 0.005528, '2025-07-08T12:35:45-04:00', 6]\n",
      "['v6LOk3r', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), sector),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.81, 0.042, 1.76, 0.005627, '2025-07-08T11:58:15-04:00', 6]\n",
      "['jxZNAVO', \"group_zscore(group_rank(-(fnd6_newqv1300_icaptq)/capex, subindustry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.81, 0.0243, 1.08, 0.003684, '2025-07-08T09:36:45-04:00', 6]\n",
      "['evOAW1g', 'group_rank(group_rank(-(fnd6_newqv1300_icaptq)/capex, subindustry),densify(pv13_r2_min2_3000_sector))', 1.81, 0.0292, 1.04, 0.002806, '2025-07-08T09:30:50-04:00', 6]\n",
      "['q3AZAjO', \"group_neutralize(group_rank(-(fnd6_newqv1300_icaptq)/capex, subindustry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.81, 0.0243, 1.09, 0.003732, '2025-07-08T09:20:06-04:00', 6]\n",
      "['OVpvnPR', \"group_neutralize(group_rank(-(fnd6_newqv1300_icaptq)/capex, subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.81, 0.0324, 1.18, 0.00327, '2025-07-08T09:19:29-04:00', 6]\n",
      "['bnLEd6q', \"group_zscore(group_rank(-(invested_capital)/capex, subindustry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.81, 0.0243, 1.08, 0.003691, '2025-07-08T09:12:51-04:00', 6]\n",
      "['KQbj23z', 'group_rank(group_rank(-(invested_capital)/capex, subindustry),densify(pv13_r2_min2_3000_sector))', 1.81, 0.0292, 1.04, 0.002809, '2025-07-08T09:07:46-04:00', 6]\n",
      "['gd1OGjJ', \"group_neutralize(group_rank(-(invested_capital)/capex, subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.81, 0.0324, 1.18, 0.003275, '2025-07-08T08:59:49-04:00', 6]\n",
      "['v6LMZPA', \"group_neutralize(group_rank(-(invested_capital)/capex, subindustry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.81, 0.0243, 1.09, 0.003739, '2025-07-08T08:59:36-04:00', 6]\n",
      "['AmwW1we', \"group_rank(group_rank((fnd6_acdo)/cap, subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.81, 0.0384, 1.6, 0.005118, '2025-07-08T08:45:55-04:00', 6]\n",
      "['ZMoOzv8', \"group_zscore(group_rank((fnd6_intc)/cap, subindustry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.81, 0.0289, 1.19, 0.003722, '2025-07-08T08:11:55-04:00', 6]\n",
      "['OV93rAJ', \"group_rank(group_rank((fnd6_intc)/cap, subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.81, 0.0304, 1.19, 0.003587, '2025-07-08T08:02:51-04:00', 6]\n",
      "['XeKxoP1', \"group_neutralize(group_rank((fnd6_drlt)/revenue, subindustry),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.81, 0.0191, 1.14, 0.00523, '2025-07-08T07:32:26-04:00', 6]\n",
      "['xWddWGp', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), sector),densify(subindustry))', 1.8, 0.0437, 1.74, 0.00535, '2025-07-08T23:20:34-04:00', 6]\n",
      "['MZLQozr', 'group_zscore(group_rank(ts_rank(fnd6_acdo, 60), industry),densify(market))', 1.8, 0.0291, 1.82, 0.008744, '2025-07-08T23:06:48-04:00', 6]\n",
      "['6Jew937', 'group_rank(group_rank(ts_rank(fnd6_acdo, 60), industry),densify(market))', 1.8, 0.0372, 1.81, 0.006831, '2025-07-08T23:01:06-04:00', 6]\n",
      "['2WNK9PY', 'group_neutralize(group_rank(ts_rank(fnd6_acdo, 60), industry),densify(market))', 1.8, 0.0291, 1.82, 0.008742, '2025-07-08T22:54:59-04:00', 6]\n",
      "['Am7kXnE', 'group_zscore(group_rank(ts_rank(fnd6_dvpa, 60), densify(pv13_h_f1_sector)),densify(market))', 1.8, 0.0443, 1.58, 0.004363, '2025-07-08T22:48:21-04:00', 6]\n",
      "['2WNvKAY', 'group_neutralize(group_rank(ts_rank(fnd6_dvpa, 60), densify(pv13_h_f1_sector)),densify(market))', 1.8, 0.0443, 1.58, 0.004364, '2025-07-08T22:36:06-04:00', 6]\n",
      "['doRErwJ', 'group_zscore(group_rank(ts_rank(fnd6_dvpa, 200), subindustry),densify(market))', 1.8, 0.0436, 1.57, 0.00439, '2025-07-08T22:31:06-04:00', 6]\n",
      "['N3R5mb7', 'group_neutralize(group_rank(ts_rank(fnd6_dvpa, 200), subindustry),densify(market))', 1.8, 0.0436, 1.57, 0.004391, '2025-07-08T22:15:28-04:00', 6]\n",
      "['7MnqZKb', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), subindustry),densify(market))', 1.8, 0.0372, 1.67, 0.005771, '2025-07-08T21:44:50-04:00', 6]\n",
      "['Am7qbMw', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), subindustry),densify(market))', 1.8, 0.0372, 1.67, 0.00577, '2025-07-08T21:33:33-04:00', 6]\n",
      "['OVxe6Ep', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), industry),densify(market))', 1.8, 0.0438, 1.75, 0.005374, '2025-07-08T21:28:17-04:00', 6]\n",
      "['Qg9drPg', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), industry),densify(market))', 1.8, 0.0438, 1.75, 0.005369, '2025-07-08T21:15:02-04:00', 6]\n",
      "['06M0Vb6', 'group_rank(group_rank(-(fnd6_cptmfmq_ceqq)/capex, subindustry),densify(sector))', 1.8, 0.022, 1.33, 0.006252, '2025-07-08T21:03:11-04:00', 6]\n",
      "['gd9Ed7O', 'group_neutralize(group_rank(-(fnd6_cptmfmq_ceqq)/capex, subindustry),densify(pv13_r2_min2_3000_sector))', 1.8, 0.0273, 1.17, 0.003882, '2025-07-08T21:01:59-04:00', 6]\n",
      "['doRVW9j', 'group_zscore(group_rank(-(fnd6_newa2v1300_seq)/capex, subindustry),densify(sector))', 1.8, 0.0153, 1.25, 0.007895, '2025-07-08T20:51:54-04:00', 6]\n",
      "['W0VQ1rN', 'group_rank(group_rank(-(fnd6_newa2v1300_seq)/capex, subindustry),densify(sector))', 1.8, 0.016, 1.27, 0.007799, '2025-07-08T20:46:12-04:00', 6]\n",
      "['35erQmg', 'group_rank(group_rank(-(fnd6_newa2v1300_seq)/capex, subindustry),densify(market))', 1.8, 0.0159, 1.28, 0.007925, '2025-07-08T20:46:12-04:00', 6]\n",
      "['Xe8jbp5', 'group_zscore(group_rank((fnd6_newa2v1300_rdipeps)/cap, subindustry),densify(subindustry))', 1.8, 0.0339, 1.7, 0.006563, '2025-07-08T20:06:09-04:00', 6]\n",
      "['ev0jmag', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), industry),densify(industry))', 1.8, 0.037, 1.67, 0.005821, '2025-07-08T19:44:16-04:00', 6]\n",
      "['6J9WKOL', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), industry),densify(subindustry))', 1.8, 0.0369, 1.67, 0.005853, '2025-07-08T19:39:58-04:00', 6]\n",
      "['35RKlpO', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), industry),densify(sector))', 1.8, 0.0372, 1.67, 0.005811, '2025-07-08T19:39:28-04:00', 6]\n",
      "['35RKpl0', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), industry),densify(industry))', 1.8, 0.0371, 1.67, 0.005827, '2025-07-08T19:39:15-04:00', 6]\n",
      "['v6l7gMw', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), market),densify(industry))', 1.8, 0.037, 1.67, 0.005845, '2025-07-08T19:27:52-04:00', 6]\n",
      "['Lr1YZoM', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), market),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.8, 0.0451, 1.63, 0.004532, '2025-07-08T19:23:05-04:00', 6]\n",
      "['ev0ZQez', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), market),densify(subindustry))', 1.8, 0.0368, 1.68, 0.005889, '2025-07-08T19:22:57-04:00', 6]\n",
      "['ev0ZzrE', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), market),densify(sector))', 1.8, 0.037, 1.68, 0.005845, '2025-07-08T19:22:25-04:00', 6]\n",
      "['Lr1YG56', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), market),densify(industry))', 1.8, 0.037, 1.68, 0.005862, '2025-07-08T19:22:18-04:00', 6]\n",
      "['1PdRpWk', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), sector),densify(industry))', 1.8, 0.037, 1.67, 0.005822, '2025-07-08T19:14:01-04:00', 6]\n",
      "['jx0JmXQ', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), sector),densify(subindustry))', 1.8, 0.0368, 1.68, 0.005885, '2025-07-08T19:11:00-04:00', 6]\n",
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      "['ev0WXmz', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), sector),densify(industry))', 1.8, 0.037, 1.68, 0.005858, '2025-07-08T19:09:26-04:00', 6]\n",
      "['J1O2gWW', \"group_zscore(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.8, 0.057, 1.42, 0.002714, '2025-07-08T19:04:26-04:00', 6]\n",
      "['m1bQPwX', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.8, 0.0427, 1.74, 0.005448, '2025-07-08T18:52:42-04:00', 6]\n",
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      "['gdMr9kM', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), subindustry),densify(subindustry))', 1.8, 0.0437, 1.74, 0.005326, '2025-07-08T18:15:01-04:00', 6]\n",
      "['MZQ31Kr', \"group_neutralize(group_rank(-(fnd6_newqv1300_teqq)/capex, subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.8, 0.0315, 1.3, 0.004148, '2025-07-08T17:41:55-04:00', 6]\n",
      "['orlLXPE', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), industry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.8, 0.0436, 1.75, 0.005451, '2025-07-08T17:36:10-04:00', 6]\n",
      "['rVljkj3', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), market),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.8, 0.0422, 1.75, 0.005596, '2025-07-08T17:14:07-04:00', 6]\n",
      "['orlNWRJ', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), market),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.8, 0.0422, 1.74, 0.005559, '2025-07-08T17:09:24-04:00', 6]\n",
      "['gdM9dzJ', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), sector),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.8, 0.0436, 1.76, 0.005467, '2025-07-08T17:02:35-04:00', 6]\n",
      "['9mr9lK9', \"group_neutralize(group_rank((fnd6_acdo)/liabilities, subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.8, 0.0465, 1.61, 0.004324, '2025-07-08T16:21:38-04:00', 6]\n",
      "['wPl1jwv', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), market),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.8, 0.0421, 1.75, 0.00561, '2025-07-08T15:48:42-04:00', 6]\n",
      "['RK8Zj0a', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.8, 0.0421, 1.75, 0.005593, '2025-07-08T15:28:46-04:00', 6]\n",
      "['OVZeYGd', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), sector),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.8, 0.0421, 1.75, 0.005603, '2025-07-08T15:13:17-04:00', 6]\n",
      "['1PdQP0Q', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), industry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.8, 0.0421, 1.75, 0.00559, '2025-07-08T14:54:59-04:00', 6]\n",
      "['7M1EOVb', \"group_zscore(group_rank((fnd6_drlt)/liabilities, subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.8, 0.0347, 1.16, 0.002967, '2025-07-08T14:50:16-04:00', 6]\n",
      "['7M1AnX5', \"group_neutralize(group_rank((fnd6_drlt)/liabilities, subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.8, 0.0321, 1.16, 0.003208, '2025-07-08T14:36:49-04:00', 6]\n",
      "['do0kPlY', \"group_rank(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), market),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.8, 0.0646, 1.49, 0.002638, '2025-07-08T14:22:55-04:00', 6]\n",
      "['rVoMMz1', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), densify(pv13_h_f1_sector)),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.8, 0.0422, 1.75, 0.005566, '2025-07-08T13:27:53-04:00', 6]\n",
      "['ELwzPL9', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.8, 0.042, 1.75, 0.005617, '2025-07-08T12:48:23-04:00', 6]\n",
      "['jxZVwYO', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), industry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.8, 0.042, 1.75, 0.005615, '2025-07-08T12:20:19-04:00', 6]\n",
      "['evO2lxO', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), densify(pv13_h_f1_sector)),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.8, 0.0422, 1.75, 0.005589, '2025-07-08T10:03:03-04:00', 6]\n",
      "['ZMpZAVZ', \"group_rank(group_rank(-(fnd6_newqv1300_icaptq)/capex, subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.8, 0.0372, 1.2, 0.002974, '2025-07-08T09:29:11-04:00', 6]\n",
      "['OVpaOJp', 'group_zscore(group_rank(-(invested_capital)/capex, subindustry),densify(industry))', 1.8, 0.0226, 1.23, 0.005155, '2025-07-08T09:09:34-04:00', 6]\n",
      "['wPRMbol', \"group_rank(group_rank(-(invested_capital)/capex, subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.8, 0.0372, 1.2, 0.002978, '2025-07-08T09:06:10-04:00', 6]\n",
      "['RKpj7ja', \"group_zscore(group_rank((fnd6_intc)/revenue, subindustry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.8, 0.0272, 1.15, 0.003755, '2025-07-08T08:34:52-04:00', 6]\n",
      "['v6LRP5z', \"group_rank(group_rank((fnd6_intc)/revenue, subindustry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.8, 0.0276, 1.12, 0.003479, '2025-07-08T08:28:30-04:00', 6]\n",
      "['GxoRb8x', \"group_rank(group_rank((fnd6_intc)/cap, subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.8, 0.0425, 1.19, 0.002554, '2025-07-08T08:02:57-04:00', 6]\n",
      "['evxQ2wz', 'group_neutralize(group_rank(ts_rank(fnd6_esopct, 200), densify(pv13_h_f1_sector)),densify(market))', 1.79, 0.0343, 1.66, 0.006286, '2025-07-08T23:57:43-04:00', 6]\n",
      "['Xe8bKwb', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), market),densify(market))', 1.79, 0.0436, 1.73, 0.005378, '2025-07-08T23:50:32-04:00', 6]\n",
      "['doROw7v', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), market),densify(market))', 1.79, 0.0436, 1.74, 0.005403, '2025-07-08T23:40:22-04:00', 6]\n",
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      "['Am7Glwg', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), sector),densify(market))', 1.79, 0.0437, 1.73, 0.005379, '2025-07-08T23:26:47-04:00', 6]\n",
      "['Gxee1bo', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), sector),densify(market))', 1.79, 0.0437, 1.73, 0.005373, '2025-07-08T23:14:22-04:00', 6]\n",
      "['9m797dx', 'group_neutralize(group_rank(ts_rank(fnd6_dvpa, 60), densify(pv13_h_f1_sector)),densify(subindustry))', 1.79, 0.0441, 1.57, 0.004341, '2025-07-08T22:36:39-04:00', 6]\n",
      "['2WNvJA6', 'group_neutralize(group_rank(ts_rank(fnd6_dvpa, 60), densify(pv13_h_f1_sector)),densify(industry))', 1.79, 0.0442, 1.57, 0.004327, '2025-07-08T22:35:53-04:00', 6]\n",
      "['OVxnoKJ', 'group_neutralize(group_rank(ts_rank(fnd6_dvpa, 60), densify(pv13_h_f1_sector)),densify(sector))', 1.79, 0.0443, 1.57, 0.004316, '2025-07-08T22:35:47-04:00', 6]\n",
      "['7Mna0X5', 'group_rank(group_rank(ts_rank(fnd6_dvpa, 200), subindustry),densify(subindustry))', 1.79, 0.0441, 1.56, 0.004293, '2025-07-08T22:25:21-04:00', 6]\n",
      "['Gxe3kvG', 'group_neutralize(group_rank(ts_rank(fnd6_dvpa, 200), subindustry),densify(subindustry))', 1.79, 0.0434, 1.56, 0.004369, '2025-07-08T22:17:57-04:00', 6]\n",
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      "['doRlXG2', 'group_neutralize(group_rank(ts_rank(fnd6_dvpa, 200), subindustry),densify(sector))', 1.79, 0.0436, 1.56, 0.004344, '2025-07-08T22:15:22-04:00', 6]\n",
      "['5ek6kj6', 'group_zscore(group_rank(ts_rank(fnd6_msa, 60), densify(pv13_h_f1_sector)),densify(market))', 1.79, 0.0392, 1.3, 0.003384, '2025-07-08T22:10:24-04:00', 6]\n",
      "['MZLqA6M', 'group_neutralize(group_rank(ts_rank(fnd6_msa, 60), densify(pv13_h_f1_sector)),densify(market))', 1.79, 0.0392, 1.3, 0.003384, '2025-07-08T21:50:17-04:00', 6]\n",
      "['jxrQZ8E', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), industry),densify(subindustry))', 1.79, 0.0436, 1.73, 0.005341, '2025-07-08T21:17:03-04:00', 6]\n",
      "['ZMKLqKd', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), industry),densify(industry))', 1.79, 0.0438, 1.73, 0.005314, '2025-07-08T21:15:20-04:00', 6]\n",
      "['wPEM716', 'group_rank(group_rank(-(fnd6_cptmfmq_ceqq)/capex, subindustry),densify(market))', 1.79, 0.0219, 1.33, 0.006274, '2025-07-08T21:03:02-04:00', 6]\n",
      "['Am7MLYR', 'group_neutralize(group_rank(-(fnd6_cptmfmq_ceqq)/capex, subindustry),densify(pv13_r2_min20_3000_sector))', 1.79, 0.0227, 1.18, 0.00482, '2025-07-08T21:01:09-04:00', 6]\n",
      "['kOZ206d', 'group_neutralize(group_rank(-(fnd6_cptmfmq_ceqq)/capex, subindustry),densify(subindustry))', 1.79, 0.0206, 1.3, 0.006413, '2025-07-08T20:59:14-04:00', 6]\n",
      "['OVxEnog', 'group_neutralize(group_rank(-(fnd6_cptmfmq_ceqq)/capex, subindustry),densify(sector))', 1.79, 0.0207, 1.3, 0.006403, '2025-07-08T20:58:18-04:00', 6]\n",
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      "['OVxYA5Y', 'group_neutralize(group_rank(-(fnd6_newa2v1300_seq)/capex, subindustry),densify(subindustry))', 1.79, 0.0151, 1.24, 0.007905, '2025-07-08T20:42:43-04:00', 6]\n",
      "['8YeolKo', 'group_neutralize(group_rank(-(fnd6_newa2v1300_seq)/capex, subindustry),densify(industry))', 1.79, 0.0151, 1.24, 0.007893, '2025-07-08T20:41:44-04:00', 6]\n",
      "['N3RwR1w', 'group_neutralize(group_rank(-(fnd6_newa2v1300_seq)/capex, subindustry),densify(sector))', 1.79, 0.0151, 1.24, 0.007889, '2025-07-08T20:41:13-04:00', 6]\n",
      "['KQE3078', \"group_neutralize(group_rank(ts_rank(fnd6_acdo, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.79, 0.0389, 1.73, 0.005985, '2025-07-08T20:28:30-04:00', 6]\n",
      "600\n",
      "['Am799Ne', 'group_neutralize(group_rank(ts_rank(fnd6_acdo, 60), densify(pv13_h_f1_sector)),densify(subindustry))', 1.79, 0.0295, 1.79, 0.008496, '2025-07-08T20:28:19-04:00', 6]\n",
      "['q368KOE', 'group_neutralize(group_rank(ts_rank(fnd6_acdo, 60), densify(pv13_h_f1_sector)),densify(industry))', 1.79, 0.0297, 1.79, 0.008431, '2025-07-08T20:27:40-04:00', 6]\n",
      "['LrdVQ5M', 'group_neutralize(group_rank(ts_rank(fnd6_acdo, 60), densify(pv13_h_f1_sector)),densify(sector))', 1.79, 0.0298, 1.79, 0.008401, '2025-07-08T20:27:16-04:00', 6]\n",
      "['xWdA09m', 'group_neutralize(group_rank((fnd6_newa2v1300_rdipd)/cap, subindustry),densify(subindustry))', 1.79, 0.0278, 1.65, 0.007681, '2025-07-08T20:11:05-04:00', 6]\n",
      "['35eqQJe', 'group_neutralize(group_rank((fnd6_newa2v1300_rdipd)/cap, subindustry),densify(industry))', 1.79, 0.0279, 1.65, 0.007641, '2025-07-08T20:10:24-04:00', 6]\n",
      "['OVx0QW7', 'group_neutralize(group_rank((fnd6_newa2v1300_rdipd)/cap, subindustry),densify(sector))', 1.79, 0.028, 1.65, 0.007619, '2025-07-08T20:10:22-04:00', 6]\n",
      "['orlx3ov', 'group_neutralize(group_rank((fnd6_newa2v1300_rdipeps)/cap, subindustry),densify(subindustry))', 1.79, 0.0277, 1.65, 0.007679, '2025-07-08T19:55:21-04:00', 6]\n",
      "['1Pdr1aQ', 'group_neutralize(group_rank((fnd6_newa2v1300_rdipeps)/cap, subindustry),densify(industry))', 1.79, 0.0279, 1.65, 0.007639, '2025-07-08T19:54:31-04:00', 6]\n",
      "['rVlZ6dJ', 'group_neutralize(group_rank((fnd6_newa2v1300_rdipeps)/cap, subindustry),densify(sector))', 1.79, 0.028, 1.65, 0.007617, '2025-07-08T19:54:24-04:00', 6]\n",
      "['6J9WANK', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), industry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.79, 0.0452, 1.62, 0.004502, '2025-07-08T19:40:18-04:00', 6]\n",
      "['8YQWn6X', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), market),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.79, 0.0449, 1.62, 0.004544, '2025-07-08T19:29:54-04:00', 6]\n",
      "['P83zY87', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.79, 0.0423, 1.73, 0.005532, '2025-07-08T18:42:21-04:00', 6]\n",
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      "['N3rJJe7', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.79, 0.0469, 1.63, 0.004415, '2025-07-08T18:34:00-04:00', 6]\n",
      "['AmPrvXQ', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), densify(pv13_h_f1_sector)),densify(industry))', 1.79, 0.0475, 1.61, 0.004261, '2025-07-08T18:32:58-04:00', 6]\n",
      "['YJ0xlLW', \"group_zscore(group_rank(-(fnd6_newqv1300_teqq)/capex, subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.79, 0.0326, 1.29, 0.00399, '2025-07-08T17:51:18-04:00', 6]\n",
      "['wPl9Zal', \"group_zscore(group_rank(-(fnd6_newqv1300_teqq)/capex, subindustry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.79, 0.0217, 1.15, 0.004744, '2025-07-08T17:50:22-04:00', 6]\n",
      "['W0GLAdd', 'group_zscore(group_rank(-(fnd6_newqv1300_teqq)/capex, subindustry),densify(subindustry))', 1.79, 0.0196, 1.31, 0.006865, '2025-07-08T17:49:45-04:00', 6]\n",
      "['jx08OOo', 'group_rank(group_rank(-(fnd6_newqv1300_teqq)/capex, subindustry),densify(subindustry))', 1.79, 0.0198, 1.32, 0.006918, '2025-07-08T17:44:05-04:00', 6]\n",
      "['5eOgAb5', 'group_rank(group_rank(-(fnd6_newqv1300_teqq)/capex, subindustry),densify(industry))', 1.79, 0.021, 1.33, 0.006583, '2025-07-08T17:43:22-04:00', 6]\n",
      "['7M16nYb', \"group_neutralize(group_rank(-(fnd6_newqv1300_teqq)/capex, subindustry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.79, 0.0216, 1.15, 0.004805, '2025-07-08T17:41:26-04:00', 6]\n",
      "['QgV3b85', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), industry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.79, 0.0422, 1.73, 0.005538, '2025-07-08T17:25:34-04:00', 6]\n",
      "['m1bbo1W', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), sector),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.79, 0.0422, 1.73, 0.005552, '2025-07-08T16:53:36-04:00', 6]\n",
      "['jx0gP5k', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), densify(pv13_h_f1_sector)),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.79, 0.0424, 1.73, 0.005516, '2025-07-08T16:38:02-04:00', 6]\n",
      "['OVZob9b', 'group_rank(group_rank((fnd6_acdo)/liabilities, subindustry),densify(subindustry))', 1.79, 0.0397, 1.65, 0.005337, '2025-07-08T16:27:04-04:00', 6]\n",
      "['35REg96', \"group_zscore(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), industry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.79, 0.0571, 1.43, 0.002792, '2025-07-08T16:18:00-04:00', 6]\n",
      "['gdMqMaO', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), subindustry),densify(market))', 1.79, 0.0414, 1.82, 0.006245, '2025-07-08T15:32:13-04:00', 6]\n",
      "['9mrYPeq', 'group_zscore(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), market),densify(sector))', 1.79, 0.0508, 1.49, 0.003402, '2025-07-08T14:26:58-04:00', 6]\n",
      "['GxLrQzO', \"group_neutralize(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), market),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.79, 0.0551, 1.44, 0.002924, '2025-07-08T14:13:51-04:00', 6]\n",
      "['Lr1LNAe', \"group_neutralize(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), market),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.79, 0.0548, 1.44, 0.002942, '2025-07-08T14:12:54-04:00', 6]\n",
      "['KQ9Kbmx', 'group_zscore(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), sector),densify(sector))', 1.79, 0.051, 1.49, 0.003384, '2025-07-08T14:04:01-04:00', 6]\n",
      "['rVoxqr9', \"group_neutralize(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), sector),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.79, 0.055, 1.43, 0.002918, '2025-07-08T13:51:49-04:00', 6]\n",
      "['067np1q', \"group_zscore(group_rank(-(fnd6_newqv1300_icaptq)/capex, subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.79, 0.0333, 1.16, 0.003139, '2025-07-08T09:36:13-04:00', 6]\n",
      "['Qgamebw', 'group_zscore(group_rank(-(fnd6_newqv1300_icaptq)/capex, subindustry),densify(industry))', 1.79, 0.0226, 1.22, 0.005147, '2025-07-08T09:33:44-04:00', 6]\n",
      "['z09pNqR', \"group_zscore(group_rank(-(invested_capital)/capex, subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.79, 0.0332, 1.16, 0.003144, '2025-07-08T09:12:53-04:00', 6]\n",
      "['J1pM7R2', \"group_zscore(group_rank((fnd6_intc)/revenue, subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.79, 0.0396, 1.19, 0.002776, '2025-07-08T08:34:54-04:00', 6]\n",
      "['pZ6qdmb', \"group_neutralize(group_rank((fnd6_intc)/revenue, subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.79, 0.0372, 1.18, 0.002924, '2025-07-08T08:18:43-04:00', 6]\n",
      "['XeK0JWX', \"group_rank(group_rank((fnd6_intc)/cap, subindustry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.79, 0.0287, 1.12, 0.003387, '2025-07-08T08:03:10-04:00', 6]\n",
      "['jxg72Ro', \"group_neutralize(group_rank((fnd6_intc)/cap, subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.79, 0.0379, 1.23, 0.003104, '2025-07-08T07:58:42-04:00', 6]\n",
      "['QgQxoYp', \"group_neutralize(group_rank((fnd6_intc)/cap, subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.79, 0.0386, 1.21, 0.002952, '2025-07-08T07:57:26-04:00', 6]\n",
      "['5ekkJr5', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), sector),densify(market))', 1.78, 0.0711, 1.72, 0.003282, '2025-07-08T23:19:38-04:00', 6]\n",
      "['35eervz', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), sector),densify(subindustry))', 1.78, 0.0435, 1.72, 0.005345, '2025-07-08T23:15:00-04:00', 6]\n",
      "['Xe8KO7x', \"group_neutralize(group_rank(ts_rank(fnd6_acdo, 60), industry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.78, 0.0387, 1.72, 0.006034, '2025-07-08T22:55:59-04:00', 6]\n",
      "['m1VX1XE', 'group_neutralize(group_rank(ts_rank(fnd6_acdo, 60), industry),densify(subindustry))', 1.78, 0.0289, 1.79, 0.008726, '2025-07-08T22:55:36-04:00', 6]\n",
      "['bnd9xeR', 'group_neutralize(group_rank(ts_rank(fnd6_acdo, 60), industry),densify(sector))', 1.78, 0.0292, 1.79, 0.008623, '2025-07-08T22:54:56-04:00', 6]\n",
      "['W0VgYJN', 'group_neutralize(group_rank(ts_rank(fnd6_acdo, 60), industry),densify(industry))', 1.78, 0.0291, 1.79, 0.008656, '2025-07-08T22:54:54-04:00', 6]\n",
      "['ELeaP5r', \"group_zscore(group_rank(ts_rank(fnd6_msa, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.78, 0.0531, 1.28, 0.002433, '2025-07-08T22:13:35-04:00', 6]\n",
      "['9m7baqx', 'group_neutralize(group_rank(ts_rank(fnd6_msa, 60), densify(pv13_h_f1_sector)),densify(subindustry))', 1.78, 0.0391, 1.29, 0.003368, '2025-07-08T21:51:43-04:00', 6]\n",
      "['orgAAn5', 'group_neutralize(group_rank(ts_rank(fnd6_msa, 60), densify(pv13_h_f1_sector)),densify(sector))', 1.78, 0.0393, 1.29, 0.003356, '2025-07-08T21:51:01-04:00', 6]\n",
      "['ZMKqLW3', 'group_neutralize(group_rank(ts_rank(fnd6_msa, 60), densify(pv13_h_f1_sector)),densify(industry))', 1.78, 0.0392, 1.29, 0.003361, '2025-07-08T21:50:13-04:00', 6]\n",
      "['Qg9mQ2Q', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), subindustry),densify(subindustry))', 1.78, 0.037, 1.64, 0.005737, '2025-07-08T21:34:44-04:00', 6]\n",
      "['7MngXN8', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), subindustry),densify(industry))', 1.78, 0.0372, 1.64, 0.005715, '2025-07-08T21:33:48-04:00', 6]\n",
      "['xWdXwwW', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), subindustry),densify(sector))', 1.78, 0.0373, 1.64, 0.0057, '2025-07-08T21:33:08-04:00', 6]\n",
      "['doRqNgx', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), industry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.78, 0.0516, 1.64, 0.004128, '2025-07-08T21:30:45-04:00', 6]\n",
      "['org2LE6', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), industry),densify(pv13_r2_min2_3000_sector))', 1.78, 0.0669, 1.22, 0.001767, '2025-07-08T21:27:20-04:00', 6]\n",
      "['6Jeb39L', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), industry),densify(sector))', 1.78, 0.0438, 1.72, 0.005303, '2025-07-08T21:15:20-04:00', 6]\n",
      "['pZlL3gq', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), industry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.78, 0.0466, 1.62, 0.004439, '2025-07-08T19:50:40-04:00', 6]\n",
      "['35RKMze', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), market),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.78, 0.0457, 1.59, 0.004378, '2025-07-08T19:34:55-04:00', 6]\n",
      "['pZlbb2V', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), market),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.78, 0.0465, 1.62, 0.004465, '2025-07-08T19:34:11-04:00', 6]\n",
      "['MZQNmY9', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), sector),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.78, 0.0458, 1.59, 0.004373, '2025-07-08T19:19:16-04:00', 6]\n",
      "['ev0Z7bg', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), sector),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.78, 0.0465, 1.62, 0.004463, '2025-07-08T19:18:09-04:00', 6]\n",
      "['xWkExpg', \"group_zscore(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.78, 0.0575, 1.4, 0.002673, '2025-07-08T19:05:14-04:00', 6]\n",
      "['5eOjG0k', 'group_zscore(group_rank(-(fnd6_newqv1300_teqq)/capex, subindustry),densify(pv13_r2_min20_3000_sector))', 1.78, 0.0219, 1.18, 0.004986, '2025-07-08T17:51:18-04:00', 6]\n",
      "['1PdjvKX', 'group_rank(group_rank(-(fnd6_newqv1300_teqq)/capex, subindustry),densify(pv13_r2_min20_3000_sector))', 1.78, 0.024, 1.18, 0.00459, '2025-07-08T17:47:16-04:00', 6]\n",
      "['AmPQ1jY', \"group_rank(group_rank(-(fnd6_newqv1300_teqq)/capex, subindustry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.78, 0.0234, 1.14, 0.004399, '2025-07-08T17:45:33-04:00', 6]\n",
      "['rVlbGq1', \"group_neutralize(group_rank((fnd6_acdo)/liabilities, subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.78, 0.0463, 1.58, 0.004263, '2025-07-08T16:22:26-04:00', 6]\n",
      "['6J9Rn1O', 'group_zscore(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), industry),densify(sector))', 1.78, 0.0515, 1.46, 0.003286, '2025-07-08T16:16:14-04:00', 6]\n",
      "['xWkmPmJ', \"group_neutralize(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), industry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.78, 0.0554, 1.42, 0.00286, '2025-07-08T16:02:59-04:00', 6]\n",
      "['1Pde0P6', \"group_zscore(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), market),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.78, 0.0677, 1.45, 0.002437, '2025-07-08T14:31:24-04:00', 6]\n",
      "['kO0qpek', \"group_neutralize(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), market),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.78, 0.0639, 1.45, 0.002611, '2025-07-08T14:15:22-04:00', 6]\n",
      "['bnLe2RM', \"group_neutralize(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), sector),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.78, 0.0639, 1.45, 0.0026, '2025-07-08T13:54:19-04:00', 6]\n",
      "['kO3zxVd', \"group_neutralize(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), sector),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.78, 0.0552, 1.42, 0.002899, '2025-07-08T13:52:28-04:00', 6]\n",
      "['ZMpZzK3', 'group_rank(group_rank(-(fnd6_newqv1300_icaptq)/capex, subindustry),densify(pv13_h_min2_3000_sector))', 1.78, 0.0324, 1.02, 0.002549, '2025-07-08T09:30:19-04:00', 6]\n",
      "['1P7EavK', 'group_zscore(group_rank(-(invested_capital)/capex, subindustry),densify(subindustry))', 1.78, 0.0223, 1.21, 0.005196, '2025-07-08T09:11:44-04:00', 6]\n",
      "['0670N91', 'group_rank(group_rank(-(invested_capital)/capex, subindustry),densify(pv13_h_min2_3000_sector))', 1.78, 0.0324, 1.02, 0.002551, '2025-07-08T09:07:07-04:00', 6]\n",
      "['doxXavY', \"group_zscore(group_rank((fnd6_acdo)/cap, subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.78, 0.0372, 1.7, 0.006099, '2025-07-08T08:51:08-04:00', 6]\n",
      "['evOlVOM', \"group_neutralize(group_rank((fnd6_intc)/revenue, subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.78, 0.0385, 1.22, 0.003062, '2025-07-08T08:19:39-04:00', 6]\n",
      "['35A8vr6', \"group_zscore(group_rank((fnd6_intc)/cap, subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.78, 0.0411, 1.22, 0.002877, '2025-07-08T08:12:41-04:00', 6]\n",
      "['pZK5N0x', 'group_neutralize(group_rank(ts_rank(fnd6_esopct, 200), densify(pv13_h_f1_sector)),densify(subindustry))', 1.77, 0.0341, 1.64, 0.00626, '2025-07-08T23:59:29-04:00', 6]\n",
      "['xWdbgmn', 'group_neutralize(group_rank(ts_rank(fnd6_esopct, 200), densify(pv13_h_f1_sector)),densify(sector))', 1.77, 0.0344, 1.64, 0.006215, '2025-07-08T23:56:29-04:00', 6]\n",
      "['m1V6Me2', 'group_neutralize(group_rank(ts_rank(fnd6_esopct, 200), densify(pv13_h_f1_sector)),densify(industry))', 1.77, 0.0343, 1.64, 0.006226, '2025-07-08T23:56:23-04:00', 6]\n",
      "['35eX5w0', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), market),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.77, 0.0556, 1.63, 0.003819, '2025-07-08T23:53:29-04:00', 6]\n",
      "['gd9j3Yv', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), market),densify(subindustry))', 1.77, 0.0434, 1.71, 0.005344, '2025-07-08T23:34:04-04:00', 6]\n",
      "['doRjmGw', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), market),densify(sector))', 1.77, 0.0437, 1.7, 0.005307, '2025-07-08T23:33:07-04:00', 6]\n",
      "['5ekl9Yn', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), market),densify(industry))', 1.77, 0.0436, 1.71, 0.005317, '2025-07-08T23:33:06-04:00', 6]\n",
      "['v6vNbzG', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), sector),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.77, 0.0514, 1.63, 0.004137, '2025-07-08T23:29:31-04:00', 6]\n",
      "['7MnnGjQ', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), sector),densify(sector))', 1.77, 0.0437, 1.71, 0.00531, '2025-07-08T23:19:46-04:00', 6]\n",
      "['RK11jzo', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), sector),densify(sector))', 1.77, 0.0437, 1.71, 0.005307, '2025-07-08T23:14:25-04:00', 6]\n",
      "['z0RRKRK', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), sector),densify(industry))', 1.77, 0.0437, 1.71, 0.005317, '2025-07-08T23:14:21-04:00', 6]\n",
      "['W0VX9rO', 'group_zscore(group_rank(ts_rank(fnd6_msa, 60), densify(pv13_h_f1_sector)),densify(sector))', 1.77, 0.0391, 1.28, 0.003328, '2025-07-08T22:09:41-04:00', 6]\n",
      "['v6vadQz', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.77, 0.0453, 1.58, 0.004396, '2025-07-08T21:34:38-04:00', 6]\n",
      "['N3RoYe7', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), industry),densify(industry))', 1.77, 0.0437, 1.7, 0.005286, '2025-07-08T21:21:50-04:00', 6]\n",
      "['evxRvwp', 'group_zscore(group_rank(-(fnd6_cptmfmq_ceqq)/capex, subindustry),densify(subindustry))', 1.77, 0.0207, 1.28, 0.006281, '2025-07-08T21:10:55-04:00', 6]\n",
      "['rVPXpX8', 'group_rank(group_rank(-(fnd6_cptmfmq_ceqq)/capex, subindustry),densify(subindustry))', 1.77, 0.0209, 1.29, 0.006321, '2025-07-08T21:04:16-04:00', 6]\n",
      "['nQ8MEvq', 'group_rank(group_rank(-(fnd6_cptmfmq_ceqq)/capex, subindustry),densify(industry))', 1.77, 0.0222, 1.3, 0.006041, '2025-07-08T21:03:32-04:00', 6]\n",
      "['1PzQGQJ', 'group_neutralize(group_rank(-(fnd6_cptmfmq_ceqq)/capex, subindustry),densify(pv13_h_min2_3000_sector))', 1.77, 0.0287, 1.14, 0.003588, '2025-07-08T21:01:07-04:00', 6]\n",
      "['kOZrla8', 'group_rank(group_rank(-(fnd6_newa2v1300_seq)/capex, subindustry),densify(subindustry))', 1.77, 0.0153, 1.23, 0.007853, '2025-07-08T20:47:09-04:00', 6]\n",
      "['5ek0nMJ', 'group_rank(group_rank(-(fnd6_newa2v1300_seq)/capex, subindustry),densify(industry))', 1.77, 0.0163, 1.24, 0.00749, '2025-07-08T20:46:06-04:00', 6]\n",
      "['kOZ79gd', \"group_neutralize(group_rank(-(fnd6_newa2v1300_seq)/capex, subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.77, 0.0279, 1.19, 0.004065, '2025-07-08T20:44:08-04:00', 6]\n",
      "['org8amm', \"group_zscore(group_rank((fnd6_newa2v1300_rdipd)/cap, subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.77, 0.0361, 1.57, 0.005447, '2025-07-08T20:24:36-04:00', 6]\n",
      "700\n",
      "['m1VwjLx', \"group_zscore(group_rank((fnd6_newa2v1300_rdipd)/cap, subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.77, 0.0363, 1.58, 0.005491, '2025-07-08T20:23:25-04:00', 6]\n",
      "['V53vx7J', \"group_zscore(group_rank((fnd6_newa2v1300_rdipeps)/cap, subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.77, 0.0361, 1.57, 0.005445, '2025-07-08T20:06:45-04:00', 6]\n",
      "['kO0AAR6', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), industry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.77, 0.0459, 1.58, 0.004356, '2025-07-08T19:51:52-04:00', 6]\n",
      "['jx0OnOE', \"group_neutralize(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.77, 0.0558, 1.38, 0.002736, '2025-07-08T18:56:12-04:00', 6]\n",
      "['7M1M8mQ', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), subindustry),densify(market))', 1.77, 0.0417, 1.79, 0.006123, '2025-07-08T18:44:36-04:00', 6]\n",
      "['OVZR6NY', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), densify(pv13_h_f1_sector)),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.77, 0.0453, 1.58, 0.004396, '2025-07-08T18:25:15-04:00', 6]\n",
      "['W0GY2bd', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), subindustry),densify(sector))', 1.77, 0.0439, 1.69, 0.005183, '2025-07-08T18:18:20-04:00', 6]\n",
      "['KQ9gp6l', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.77, 0.05, 1.62, 0.004173, '2025-07-08T18:09:40-04:00', 6]\n",
      "['V5PxjRY', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.77, 0.0503, 1.62, 0.004177, '2025-07-08T17:54:46-04:00', 6]\n",
      "['do0KQAv', 'group_zscore(group_rank(-(fnd6_newqv1300_teqq)/capex, subindustry),densify(industry))', 1.77, 0.0198, 1.29, 0.006694, '2025-07-08T17:48:57-04:00', 6]\n",
      "['06Ej006', \"group_rank(group_rank(-(fnd6_newqv1300_teqq)/capex, subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.77, 0.0359, 1.29, 0.00372, '2025-07-08T17:46:32-04:00', 6]\n",
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      "['2WL7eY8', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), densify(pv13_h_f1_sector)),densify(subindustry))', 1.77, 0.0757, 1.58, 0.002614, '2025-07-08T16:47:00-04:00', 6]\n",
      "['1PdookX', \"group_zscore(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), industry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.77, 0.0679, 1.42, 0.002379, '2025-07-08T16:19:10-04:00', 6]\n",
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      "['W0GWeaO', \"group_neutralize(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), industry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.77, 0.0641, 1.43, 0.002548, '2025-07-08T16:05:05-04:00', 6]\n",
      "['do0lx3X', \"group_neutralize(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), industry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.77, 0.0557, 1.4, 0.002826, '2025-07-08T16:03:52-04:00', 6]\n",
      "['7M1krxQ', \"group_zscore(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), sector),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.77, 0.0677, 1.43, 0.002424, '2025-07-08T14:07:13-04:00', 6]\n",
      "['N3p35Ww', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), subindustry),densify(sector))', 1.77, 0.0404, 1.78, 0.006251, '2025-07-08T12:51:51-04:00', 6]\n",
      "['7Mwg39Z', 'group_zscore(group_rank(-(fnd6_newqv1300_icaptq)/capex, subindustry),densify(pv13_r2_min20_3000_sector))', 1.77, 0.0249, 1.09, 0.003776, '2025-07-08T09:37:45-04:00', 6]\n",
      "['6Jwg1KO', 'group_zscore(group_rank(-(fnd6_newqv1300_icaptq)/capex, subindustry),densify(subindustry))', 1.77, 0.0224, 1.21, 0.005188, '2025-07-08T09:34:20-04:00', 6]\n",
      "['MZpmz0L', 'group_zscore(group_rank(-(invested_capital)/capex, subindustry),densify(pv13_r2_min20_3000_sector))', 1.77, 0.0249, 1.09, 0.003782, '2025-07-08T09:14:51-04:00', 6]\n",
      "['awExnxO', \"group_neutralize(group_rank(ts_rank(fnd6_esopct, 200), densify(pv13_h_f1_sector)),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.76, 0.0413, 1.57, 0.00481, '2025-07-08T23:59:13-04:00', 6]\n",
      "['doROLmK', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), market),densify(industry))', 1.76, 0.0437, 1.69, 0.005278, '2025-07-08T23:40:11-04:00', 6]\n",
      "['8Ye3d1W', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), market),densify(sector))', 1.76, 0.0437, 1.7, 0.005315, '2025-07-08T23:39:57-04:00', 6]\n",
      "['awEEw12', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), sector),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.76, 0.0894, 1.59, 0.002295, '2025-07-08T23:20:30-04:00', 6]\n",
      "['Lrdd886', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), sector),densify(industry))', 1.76, 0.0437, 1.69, 0.005277, '2025-07-08T23:19:48-04:00', 6]\n",
      "['06M7zJ2', 'group_rank(group_rank(ts_rank(fnd6_acdo, 60), industry),densify(industry))', 1.76, 0.029, 1.75, 0.008552, '2025-07-08T23:00:40-04:00', 6]\n",
      "['YJgkMvW', \"group_zscore(group_rank(ts_rank(fnd6_msa, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.76, 0.0438, 1.26, 0.002914, '2025-07-08T22:11:22-04:00', 6]\n",
      "['Qg9qW0M', \"group_neutralize(group_rank(ts_rank(fnd6_msa, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.76, 0.0507, 1.26, 0.002512, '2025-07-08T21:54:49-04:00', 6]\n",
      "['MZLog2a', \"group_neutralize(group_rank(-(fnd6_cptmfmq_ceqq)/capex, subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.76, 0.0322, 1.25, 0.003904, '2025-07-08T21:01:18-04:00', 6]\n",
      "['RK1njej', \"group_zscore(group_rank(-(fnd6_newa2v1300_seq)/capex, subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.76, 0.029, 1.18, 0.003895, '2025-07-08T20:55:22-04:00', 6]\n",
      "['2WNzNw5', \"group_rank(group_rank(-(fnd6_newa2v1300_seq)/capex, subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.76, 0.0322, 1.21, 0.003675, '2025-07-08T20:50:08-04:00', 6]\n",
      "['z0RqXxV', \"group_neutralize(group_rank((fnd6_newa2v1300_rdipd)/cap, subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.76, 0.0359, 1.57, 0.005561, '2025-07-08T20:12:01-04:00', 6]\n",
      "['LrdP98m', \"group_zscore(group_rank((fnd6_newa2v1300_rdipeps)/cap, subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.76, 0.0363, 1.57, 0.005488, '2025-07-08T20:05:59-04:00', 6]\n",
      "['xWkJdeJ', \"group_neutralize(group_rank((fnd6_newa2v1300_rdipeps)/cap, subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.76, 0.0359, 1.57, 0.005558, '2025-07-08T19:56:30-04:00', 6]\n",
      "['orlbGz5', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), industry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.76, 0.045, 1.57, 0.004417, '2025-07-08T19:41:32-04:00', 6]\n",
      "['V5PbZW0', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), market),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.76, 0.0449, 1.57, 0.004442, '2025-07-08T19:24:01-04:00', 6]\n",
      "['ELEM321', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), sector),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.76, 0.0449, 1.57, 0.004438, '2025-07-08T19:11:30-04:00', 6]\n",
      "['v6loGG3', \"group_zscore(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.76, 0.0679, 1.39, 0.002287, '2025-07-08T19:07:54-04:00', 6]\n",
      "['06E5Mmv', \"group_neutralize(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.76, 0.056, 1.37, 0.002705, '2025-07-08T18:57:01-04:00', 6]\n",
      "['ev01Omg', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.76, 0.0611, 1.54, 0.003124, '2025-07-08T18:14:37-04:00', 6]\n",
      "['xWkvQKg', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), densify(pv13_h_f1_sector)),densify(sector))', 1.76, 0.0443, 1.68, 0.005128, '2025-07-08T18:04:44-04:00', 6]\n",
      "['Lr151o9', \"group_zscore(group_rank(-(fnd6_newqv1300_teqq)/capex, subindustry),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.76, 0.0215, 1.17, 0.005163, '2025-07-08T17:49:29-04:00', 6]\n",
      "['5eOgYr1', \"group_rank(group_rank(-(fnd6_newqv1300_teqq)/capex, subindustry),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.76, 0.0229, 1.19, 0.004996, '2025-07-08T17:44:05-04:00', 6]\n",
      "['jx08rvo', \"group_neutralize(group_rank(-(fnd6_newqv1300_teqq)/capex, subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.76, 0.0304, 1.21, 0.003885, '2025-07-08T17:41:19-04:00', 6]\n",
      "['pZlm6p6', 'group_zscore(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), market),densify(subindustry))', 1.76, 0.0515, 1.47, 0.003372, '2025-07-08T14:28:37-04:00', 6]\n",
      "['awdwl51', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), subindustry),densify(industry))', 1.76, 0.0352, 1.75, 0.007057, '2025-07-08T12:51:36-04:00', 6]\n",
      "['q3AYzGZ', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), industry),densify(subindustry))', 1.76, 0.0394, 1.79, 0.006561, '2025-07-08T12:36:03-04:00', 6]\n",
      "['orKa5vv', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), sector),densify(subindustry))', 1.76, 0.0387, 1.79, 0.006676, '2025-07-08T12:10:44-04:00', 6]\n",
      "['357wn86', \"group_neutralize(group_rank((fnd6_acdo)/cap, subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.76, 0.0589, 1.64, 0.003692, '2025-07-08T08:40:44-04:00', 6]\n",
      "['067OGJG', \"group_zscore(group_rank((fnd6_intc)/revenue, subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.76, 0.0412, 1.21, 0.002859, '2025-07-08T08:35:50-04:00', 6]\n",
      "['LrpL3pM', \"group_rank(group_rank((fnd6_intc)/revenue, subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.76, 0.0413, 1.12, 0.002456, '2025-07-08T08:28:30-04:00', 6]\n",
      "['wPerXXd', 'group_neutralize(group_rank((fnd6_intc)/cap, subindustry),densify(pv13_h_min2_focused_pureplay_3000_sector))', 1.76, 0.0284, 1.06, 0.003205, '2025-07-08T08:00:16-04:00', 6]\n",
      "['ELeEpx0', \"group_zscore(group_rank(ts_rank(fnd6_acdo, 60), industry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.75, 0.0389, 1.67, 0.005836, '2025-07-08T23:10:42-04:00', 6]\n",
      "['P8O1V17', \"group_neutralize(group_rank(ts_rank(fnd6_acdo, 60), industry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.75, 0.0383, 1.68, 0.005986, '2025-07-08T22:56:52-04:00', 6]\n",
      "['Qg9QPnG', 'group_zscore(group_rank(ts_rank(fnd6_dvpa, 60), densify(pv13_h_f1_sector)),densify(subindustry))', 1.75, 0.0509, 1.44, 0.003332, '2025-07-08T22:49:14-04:00', 6]\n",
      "['J1v0PWW', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.75, 0.0466, 1.57, 0.00433, '2025-07-08T21:45:33-04:00', 6]\n",
      "['evxJmLl', 'group_zscore(group_rank(-(fnd6_cptmfmq_ceqq)/capex, subindustry),densify(pv13_h_min2_3000_sector))', 1.75, 0.0294, 1.08, 0.003227, '2025-07-08T21:13:30-04:00', 6]\n",
      "['z0RzvzX', \"group_zscore(group_rank(-(fnd6_cptmfmq_ceqq)/capex, subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.75, 0.0333, 1.24, 0.003761, '2025-07-08T21:12:51-04:00', 6]\n",
      "['Am7KVVX', 'group_zscore(group_rank(-(fnd6_cptmfmq_ceqq)/capex, subindustry),densify(industry))', 1.75, 0.0209, 1.25, 0.006131, '2025-07-08T21:09:50-04:00', 6]\n",
      "['Xe8rO80', 'group_neutralize(group_rank(-(fnd6_newa2v1300_seq)/capex, subindustry),densify(pv13_r2_min20_3000_sector))', 1.75, 0.0168, 1.1, 0.005883, '2025-07-08T20:44:19-04:00', 6]\n",
      "['doRXg9w', \"group_zscore(group_rank(ts_rank(fnd6_acdo, 60), densify(pv13_h_f1_sector)),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.75, 0.0392, 1.66, 0.005772, '2025-07-08T20:39:19-04:00', 6]\n",
      "['jxrvmEE', \"group_neutralize(group_rank(ts_rank(fnd6_acdo, 60), densify(pv13_h_f1_sector)),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.75, 0.0386, 1.67, 0.005933, '2025-07-08T20:29:06-04:00', 6]\n",
      "['P83AXmJ', 'group_zscore(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), subindustry),densify(subindustry))', 1.75, 0.052, 1.44, 0.003279, '2025-07-08T19:04:17-04:00', 6]\n",
      "['ELE2oVL', 'group_zscore(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), subindustry),densify(sector))', 1.75, 0.0521, 1.4, 0.003092, '2025-07-08T19:03:18-04:00', 6]\n",
      "['7M1lN3x', \"group_neutralize(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.75, 0.0641, 1.38, 0.002436, '2025-07-08T18:57:58-04:00', 6]\n",
      "['kO0JrP8', 'group_rank(group_rank(-(fnd6_newqv1300_teqq)/capex, subindustry),densify(pv13_h_min2_3000_sector))', 1.75, 0.0287, 1.05, 0.003161, '2025-07-08T17:46:25-04:00', 6]\n",
      "['kO0Zvmd', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), sector),densify(subindustry))', 1.75, 0.0389, 1.77, 0.006591, '2025-07-08T17:02:04-04:00', 6]\n",
      "['N3rOvmE', \"group_zscore(group_rank((fnd6_acdo)/liabilities, subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.75, 0.0478, 1.53, 0.004021, '2025-07-08T16:33:08-04:00', 6]\n",
      "['YJ0Q2Ow', \"group_rank(group_rank((fnd6_acdo)/liabilities, subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.75, 0.0484, 1.46, 0.003608, '2025-07-08T16:27:09-04:00', 6]\n",
      "['6J9P9P5', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), subindustry),densify(industry))', 1.75, 0.0353, 1.74, 0.006994, '2025-07-08T15:32:09-04:00', 6]\n",
      "['5eO7waM', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), subindustry),densify(sector))', 1.75, 0.0406, 1.75, 0.006157, '2025-07-08T15:32:00-04:00', 6]\n",
      "['35RM9bX', 'group_zscore(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), sector),densify(subindustry))', 1.75, 0.0515, 1.45, 0.003356, '2025-07-08T14:04:55-04:00', 6]\n",
      "['pZ6kabb', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), market),densify(subindustry))', 1.75, 0.0379, 1.78, 0.006806, '2025-07-08T13:18:21-04:00', 6]\n",
      "['357Olp0', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), market),densify(sector))', 1.75, 0.0352, 1.81, 0.007566, '2025-07-08T13:17:20-04:00', 6]\n",
      "['MZpVm7z', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), subindustry),densify(subindustry))', 1.75, 0.0395, 1.78, 0.006519, '2025-07-08T12:58:23-04:00', 6]\n",
      "['6JwNnxL', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), subindustry),densify(sector))', 1.75, 0.0352, 1.81, 0.007567, '2025-07-08T12:56:59-04:00', 6]\n",
      "['q3AL6lE', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), sector),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.75, 0.0965, 1.71, 0.002482, '2025-07-08T12:05:54-04:00', 6]\n",
      "['9mwxzWV', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), sector),densify(market))', 1.75, 0.0502, 1.79, 0.005214, '2025-07-08T12:02:01-04:00', 6]\n",
      "['KQbr3Q1', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), densify(pv13_h_f1_sector)),densify(sector))', 1.75, 0.0354, 1.8, 0.007482, '2025-07-08T11:46:36-04:00', 6]\n",
      "['OVpwJpg', 'group_neutralize(ts_mean(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240),densify(pv13_r2_min20_3000_sector))', 1.75, 0.0239, 1.67, 0.00956, '2025-07-08T09:44:52-04:00', 6]\n",
      "['5evXYON', \"group_rank(group_rank((fnd6_intc)/cap, subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.75, 0.0421, 1.15, 0.002582, '2025-07-08T08:04:41-04:00', 6]\n",
      "['ELeeAxK', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), sector),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.74, 0.0499, 1.59, 0.004179, '2025-07-08T23:15:32-04:00', 6]\n",
      "['gd91ZjJ', 'group_rank(group_rank(ts_rank(fnd6_acdo, 60), industry),densify(subindustry))', 1.74, 0.0288, 1.73, 0.008562, '2025-07-08T23:02:20-04:00', 6]\n",
      "['v6vdXNv', 'group_zscore(group_rank(ts_rank(fnd6_dvpa, 60), densify(pv13_h_f1_sector)),densify(industry))', 1.74, 0.0465, 1.49, 0.003953, '2025-07-08T22:48:10-04:00', 6]\n",
      "['OVxn70v', \"group_neutralize(group_rank(ts_rank(fnd6_dvpa, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.74, 0.051, 1.46, 0.003474, '2025-07-08T22:36:53-04:00', 6]\n",
      "['Qg95aX5', \"group_neutralize(group_rank(ts_rank(fnd6_dvpa, 200), subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.74, 0.0503, 1.46, 0.003502, '2025-07-08T22:18:17-04:00', 6]\n",
      "['2WNZnGb', 'group_zscore(group_rank(ts_rank(fnd6_msa, 60), densify(pv13_h_f1_sector)),densify(industry))', 1.74, 0.041, 1.23, 0.003044, '2025-07-08T22:09:03-04:00', 6]\n",
      "['kOZkMpg', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.74, 0.0459, 1.54, 0.004244, '2025-07-08T21:47:34-04:00', 6]\n",
      "['MZLwg08', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), industry),densify(sector))', 1.74, 0.0437, 1.66, 0.005211, '2025-07-08T21:28:23-04:00', 6]\n",
      "['ZMKLoaQ', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), industry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.74, 0.05, 1.59, 0.004173, '2025-07-08T21:16:55-04:00', 6]\n",
      "['jxrm1v9', 'group_rank(group_rank(-(fnd6_cptmfmq_ceqq)/capex, subindustry),densify(pv13_r2_min20_3000_sector))', 1.74, 0.0251, 1.14, 0.004235, '2025-07-08T21:07:32-04:00', 6]\n",
      "['xWd85Vn', 'group_zscore(group_rank(-(fnd6_newa2v1300_seq)/capex, subindustry),densify(subindustry))', 1.74, 0.0152, 1.19, 0.007637, '2025-07-08T20:53:12-04:00', 6]\n",
      "['Qg9Za8r', 'group_zscore(group_rank((fnd6_newa2v1300_rdipd)/cap, subindustry),densify(sector))', 1.74, 0.0295, 1.63, 0.007387, '2025-07-08T20:22:45-04:00', 6]\n",
      "['XeneAm0', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), subindustry),densify(subindustry))', 1.74, 0.0398, 1.76, 0.006421, '2025-07-08T18:51:44-04:00', 6]\n",
      "['RK8KELa', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), subindustry),densify(sector))', 1.74, 0.0355, 1.79, 0.007454, '2025-07-08T18:49:50-04:00', 6]\n",
      "['GxLx1no', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), subindustry),densify(sector))', 1.74, 0.0407, 1.73, 0.006073, '2025-07-08T18:44:43-04:00', 6]\n",
      "['06E6m28', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), subindustry),densify(industry))', 1.74, 0.0355, 1.72, 0.006901, '2025-07-08T18:44:38-04:00', 6]\n",
      "['gdMXqjM', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.74, 0.0669, 1.6, 0.003164, '2025-07-08T18:21:25-04:00', 6]\n",
      "800\n",
      "['06EGmZk', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.74, 0.0626, 1.6, 0.003378, '2025-07-08T18:11:07-04:00', 6]\n",
      "['5eOEvdJ', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.74, 0.0629, 1.61, 0.003388, '2025-07-08T17:57:29-04:00', 6]\n",
      "['OVZJ8QJ', \"group_zscore(group_rank(-(fnd6_newqv1300_teqq)/capex, subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.74, 0.0312, 1.18, 0.003706, '2025-07-08T17:50:28-04:00', 6]\n",
      "['5eOj8o6', \"group_rank(group_rank(-(fnd6_newqv1300_teqq)/capex, subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.74, 0.035, 1.21, 0.003455, '2025-07-08T17:45:34-04:00', 6]\n",
      "['OVZNjRg', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), industry),densify(subindustry))', 1.74, 0.0397, 1.76, 0.006449, '2025-07-08T17:36:10-04:00', 6]\n",
      "['ELEpm2K', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), industry),densify(sector))', 1.74, 0.0355, 1.79, 0.007458, '2025-07-08T17:34:48-04:00', 6]\n",
      "['Lr17M7m', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), market),densify(sector))', 1.74, 0.0354, 1.79, 0.007462, '2025-07-08T17:17:47-04:00', 6]\n",
      "['m1bVYPK', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), sector),densify(sector))', 1.74, 0.0354, 1.79, 0.007461, '2025-07-08T17:01:14-04:00', 6]\n",
      "['awndz29', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), densify(pv13_h_f1_sector)),densify(sector))', 1.74, 0.0358, 1.79, 0.007383, '2025-07-08T16:46:26-04:00', 6]\n",
      "['N3rOqxX', \"group_zscore(group_rank((fnd6_acdo)/liabilities, subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.74, 0.0703, 1.51, 0.002684, '2025-07-08T16:34:12-04:00', 6]\n",
      "['bnqW1Pl', 'group_rank(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), industry),densify(market))', 1.74, 0.0639, 1.38, 0.002455, '2025-07-08T16:07:11-04:00', 6]\n",
      "['35R68XP', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), market),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.74, 0.0682, 1.64, 0.003253, '2025-07-08T16:00:02-04:00', 6]\n",
      "['Lr1X109', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), market),densify(sector))', 1.74, 0.0352, 1.79, 0.007515, '2025-07-08T15:56:11-04:00', 6]\n",
      "['bnqVNk6', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), subindustry),densify(subindustry))', 1.74, 0.0396, 1.76, 0.006466, '2025-07-08T15:39:38-04:00', 6]\n",
      "['AmPYb3e', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), subindustry),densify(sector))', 1.74, 0.0353, 1.79, 0.007514, '2025-07-08T15:38:58-04:00', 6]\n",
      "['KQ9xn1j', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), sector),densify(subindustry))', 1.74, 0.0388, 1.76, 0.00661, '2025-07-08T15:23:40-04:00', 6]\n",
      "['6J9xp5G', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), sector),densify(market))', 1.74, 0.0498, 1.77, 0.005219, '2025-07-08T15:16:55-04:00', 6]\n",
      "['xWka69g', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), industry),densify(subindustry))', 1.74, 0.0395, 1.76, 0.006497, '2025-07-08T15:05:15-04:00', 6]\n",
      "['RK8jZYa', 'group_neutralize(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), market),densify(pv13_r2_min2_3000_sector))', 1.74, 0.0552, 1.24, 0.00231, '2025-07-08T14:18:10-04:00', 6]\n",
      "['pZlqgAj', 'group_rank(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), sector),densify(pv13_r2_min20_3000_sector))', 1.74, 0.0691, 1.17, 0.001629, '2025-07-08T14:01:39-04:00', 6]\n",
      "['m1bPwX5', \"group_rank(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), sector),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.74, 0.0712, 1.36, 0.00216, '2025-07-08T14:00:39-04:00', 6]\n",
      "['KQboVq8', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), densify(pv13_h_f1_sector)),densify(sector))', 1.74, 0.0355, 1.79, 0.007433, '2025-07-08T13:42:13-04:00', 6]\n",
      "['kO36d0l', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), market),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.74, 0.0681, 1.64, 0.003277, '2025-07-08T13:21:24-04:00', 6]\n",
      "['9mwkXMo', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.74, 0.068, 1.64, 0.003279, '2025-07-08T13:01:28-04:00', 6]\n",
      "['J1pWQQW', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), industry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.74, 0.0681, 1.64, 0.003268, '2025-07-08T12:38:18-04:00', 6]\n",
      "['1P7leM6', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), industry),densify(sector))', 1.74, 0.0352, 1.79, 0.007558, '2025-07-08T12:34:09-04:00', 6]\n",
      "['V5pNxxY', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), sector),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.74, 0.0681, 1.64, 0.00327, '2025-07-08T12:15:10-04:00', 6]\n",
      "['9mwxNa1', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), sector),densify(sector))', 1.74, 0.0352, 1.79, 0.007563, '2025-07-08T12:09:34-04:00', 6]\n",
      "['gd1ZXRg', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.74, 0.0682, 1.64, 0.003256, '2025-07-08T11:51:40-04:00', 6]\n",
      "['LrpNJ8m', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.74, 0.0862, 1.39, 0.001837, '2025-07-08T11:39:32-04:00', 6]\n",
      "['9mwPdVV', 'group_neutralize(ts_mean(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240),densify(pv13_r2_min2_3000_sector))', 1.74, 0.0266, 1.63, 0.008246, '2025-07-08T09:45:35-04:00', 6]\n",
      "['8YzqG0q', 'group_neutralize(group_rank(-(fnd6_newqv1300_icaptq)/capex, subindustry),densify(pv13_r2_min2_3000_sector))', 1.74, 0.0293, 1.05, 0.003092, '2025-07-08T09:22:07-04:00', 6]\n",
      "['N3pv1qX', 'group_neutralize(group_rank(-(invested_capital)/capex, subindustry),densify(pv13_r2_min2_3000_sector))', 1.74, 0.0293, 1.05, 0.003096, '2025-07-08T09:01:35-04:00', 6]\n",
      "['P8pW5Gx', 'group_zscore(group_rank((fnd6_acdo)/cap, subindustry),densify(subindustry))', 1.74, 0.0269, 1.74, 0.00927, '2025-07-08T08:51:05-04:00', 6]\n",
      "['W0pjrKZ', \"group_rank(group_rank((fnd6_intc)/revenue, subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.74, 0.0423, 1.16, 0.002649, '2025-07-08T08:29:09-04:00', 6]\n",
      "['Qga1QYG', \"group_neutralize(group_rank((fnd6_intc)/revenue, subindustry),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.74, 0.0278, 1.08, 0.00345, '2025-07-08T08:17:06-04:00', 6]\n",
      "['2WKoXox', \"group_rank(group_rank((fnd6_drlt)/revenue, subindustry),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.74, 0.0201, 1.05, 0.004529, '2025-07-08T07:41:34-04:00', 6]\n",
      "['P8O2XlM', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), market),densify(sector))', 1.73, 0.0435, 1.65, 0.005218, '2025-07-08T23:49:51-04:00', 6]\n",
      "['z0RYQEd', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), market),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.73, 0.0499, 1.58, 0.004181, '2025-07-08T23:41:10-04:00', 6]\n",
      "['1PzwzkQ', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), market),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.73, 0.0498, 1.58, 0.004173, '2025-07-08T23:34:38-04:00', 6]\n",
      "['m1V5jgW', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), sector),densify(sector))', 1.73, 0.0435, 1.65, 0.005219, '2025-07-08T23:26:48-04:00', 6]\n",
      "['J1vpgPe', 'group_rank(group_rank(ts_rank(fnd6_acdo, 60), industry),densify(sector))', 1.73, 0.0376, 1.7, 0.006427, '2025-07-08T23:00:16-04:00', 6]\n",
      "['RK1azWz', \"group_zscore(group_rank(ts_rank(fnd6_msa, 60), densify(pv13_h_f1_sector)),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.73, 0.0443, 1.23, 0.002863, '2025-07-08T22:12:35-04:00', 6]\n",
      "['35eYjzO', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), subindustry),densify(subindustry))', 1.73, 0.0383, 1.63, 0.005779, '2025-07-08T21:45:29-04:00', 6]\n",
      "['Qg9mGmp', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.73, 0.0451, 1.53, 0.004317, '2025-07-08T21:35:31-04:00', 6]\n",
      "['v6vVRow', 'group_zscore(group_rank(-(fnd6_cptmfmq_ceqq)/capex, subindustry),densify(pv13_r2_min20_3000_sector))', 1.73, 0.0231, 1.12, 0.004555, '2025-07-08T21:13:12-04:00', 6]\n",
      "['q36qdKO', \"group_rank(group_rank(-(fnd6_cptmfmq_ceqq)/capex, subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.73, 0.0367, 1.24, 0.003501, '2025-07-08T21:06:30-04:00', 6]\n",
      "['6Jem0xp', \"group_zscore(group_rank((fnd6_newa2v1300_rdipd)/cap, subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.73, 0.0577, 1.51, 0.0033, '2025-07-08T20:25:37-04:00', 6]\n",
      "['doR2zzx', \"group_zscore(group_rank((fnd6_newa2v1300_rdipeps)/cap, subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.73, 0.0577, 1.51, 0.003298, '2025-07-08T20:07:50-04:00', 6]\n",
      "['rVP1loj', 'group_zscore(group_rank((fnd6_newa2v1300_rdipeps)/cap, subindustry),densify(sector))', 1.73, 0.0295, 1.62, 0.007385, '2025-07-08T20:05:05-04:00', 6]\n",
      "['OVZ3j71', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), industry),densify(subindustry))', 1.73, 0.0383, 1.63, 0.005775, '2025-07-08T19:51:09-04:00', 6]\n",
      "['bnq1XGp', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), sector),densify(subindustry))', 1.73, 0.0383, 1.63, 0.005765, '2025-07-08T19:18:25-04:00', 6]\n",
      "['AmPzYmg', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.73, 0.0698, 1.51, 0.002713, '2025-07-08T18:38:21-04:00', 6]\n",
      "['2WLX8PY', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), densify(pv13_h_f1_sector)),densify(market))', 1.73, 0.0785, 1.2, 0.001525, '2025-07-08T18:28:07-04:00', 6]\n",
      "['v6lZJ0a', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), subindustry),densify(pv13_r2_min2_3000_sector))', 1.73, 0.0703, 1.45, 0.002501, '2025-07-08T18:22:08-04:00', 6]\n",
      "['OVZWLXd', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.73, 0.0503, 1.57, 0.004094, '2025-07-08T18:10:22-04:00', 6]\n",
      "['GxLmdQ5', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.73, 0.0671, 1.59, 0.003166, '2025-07-08T18:07:12-04:00', 6]\n",
      "['AmPVYPX', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), densify(pv13_h_f1_sector)),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.73, 0.0505, 1.58, 0.004113, '2025-07-08T17:56:01-04:00', 6]\n",
      "['9mrX2JK', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), market),densify(subindustry))', 1.73, 0.038, 1.74, 0.006683, '2025-07-08T17:19:15-04:00', 6]\n",
      "['QgVQZLr', 'group_zscore(group_rank((fnd6_acdo)/liabilities, subindustry),densify(subindustry))', 1.73, 0.0403, 1.61, 0.005363, '2025-07-08T16:32:27-04:00', 6]\n",
      "['ev0LEaM', 'group_zscore(group_rank((fnd6_acdo)/liabilities, subindustry),densify(industry))', 1.73, 0.0404, 1.59, 0.005237, '2025-07-08T16:30:45-04:00', 6]\n",
      "['KQ98VO8', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), market),densify(subindustry))', 1.73, 0.038, 1.74, 0.006691, '2025-07-08T15:57:51-04:00', 6]\n",
      "['orlv1x5', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.73, 0.0682, 1.63, 0.003254, '2025-07-08T15:44:29-04:00', 6]\n",
      "['V5PKd88', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), sector),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.73, 0.0682, 1.63, 0.003246, '2025-07-08T15:25:31-04:00', 6]\n",
      "['1Pd6VNM', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), sector),densify(sector))', 1.73, 0.0352, 1.78, 0.007512, '2025-07-08T15:22:32-04:00', 6]\n",
      "['kO0R6Ak', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), sector),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.73, 0.0962, 1.68, 0.002459, '2025-07-08T15:19:43-04:00', 6]\n",
      "['nQ2bna3', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), industry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.73, 0.0682, 1.63, 0.003243, '2025-07-08T15:07:43-04:00', 6]\n",
      "['OVZaXKv', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), industry),densify(sector))', 1.73, 0.0352, 1.78, 0.007505, '2025-07-08T15:03:35-04:00', 6]\n",
      "['q3AQgbj', 'group_neutralize(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), sector),densify(pv13_r2_min2_3000_sector))', 1.73, 0.0555, 1.23, 0.002291, '2025-07-08T13:55:36-04:00', 6]\n",
      "['awdpxK6', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.73, 0.0683, 1.63, 0.003232, '2025-07-08T13:49:23-04:00', 6]\n",
      "['kO3N3oL', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), sector),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.73, 0.0581, 1.68, 0.004071, '2025-07-08T12:05:32-04:00', 6]\n",
      "['W0pqw0o', \"group_rank(group_rank((fnd6_acdo)/cap, subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.73, 0.0643, 1.51, 0.002953, '2025-07-08T08:47:45-04:00', 6]\n",
      "['2WKYrmN', 'group_neutralize(group_rank((fnd6_intc)/cap, subindustry),densify(pv13_r2_min20_3000_sector))', 1.73, 0.0255, 1.07, 0.003767, '2025-07-08T07:58:47-04:00', 6]\n",
      "['jxr0019', \"group_zscore(group_rank(ts_rank(fnd6_acdo, 60), industry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.72, 0.04, 1.65, 0.005767, '2025-07-08T23:09:40-04:00', 6]\n",
      "['35eRL3z', 'group_zscore(group_rank(ts_rank(fnd6_acdo, 60), industry),densify(industry))', 1.72, 0.0311, 1.74, 0.008248, '2025-07-08T23:06:54-04:00', 6]\n",
      "['6JeEXvY', \"group_zscore(group_rank(ts_rank(fnd6_dvpa, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.72, 0.0516, 1.46, 0.003497, '2025-07-08T22:49:12-04:00', 6]\n",
      "['z0RPlLo', 'group_zscore(group_rank(ts_rank(fnd6_dvpa, 200), subindustry),densify(subindustry))', 1.72, 0.0431, 1.5, 0.004385, '2025-07-08T22:32:12-04:00', 6]\n",
      "['bndoeMq', \"group_zscore(group_rank(ts_rank(fnd6_dvpa, 200), subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.72, 0.051, 1.45, 0.003505, '2025-07-08T22:32:04-04:00', 6]\n",
      "['evxgLRJ', \"group_neutralize(group_rank(ts_rank(fnd6_msa, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.72, 0.0428, 1.2, 0.00283, '2025-07-08T21:52:10-04:00', 6]\n",
      "['LrdaMG1', 'group_zscore(group_rank(-(fnd6_newa2v1300_seq)/capex, subindustry),densify(industry))', 1.72, 0.0154, 1.16, 0.00742, '2025-07-08T20:51:53-04:00', 6]\n",
      "['q361o81', \"group_zscore(group_rank(ts_rank(fnd6_acdo, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.72, 0.0403, 1.65, 0.005711, '2025-07-08T20:37:58-04:00', 6]\n",
      "['Xendg08', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), industry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.72, 0.0697, 1.5, 0.002715, '2025-07-08T19:52:36-04:00', 6]\n",
      "['l9lwPmO', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), market),densify(subindustry))', 1.72, 0.0383, 1.61, 0.005746, '2025-07-08T19:34:01-04:00', 6]\n",
      "['35RJkWO', 'group_rank(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), subindustry),densify(sector))', 1.72, 0.0605, 1.32, 0.002443, '2025-07-08T18:59:12-04:00', 6]\n",
      "['N3rJmbo', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), densify(pv13_h_f1_sector)),densify(industry))', 1.72, 0.0784, 1.15, 0.00142, '2025-07-08T18:28:43-04:00', 6]\n",
      "['v6lkKWQ', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), market),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.72, 0.0686, 1.61, 0.003199, '2025-07-08T17:20:39-04:00', 6]\n",
      "['z0mJ2qE', 'group_neutralize(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), industry),densify(pv13_r2_min2_3000_sector))', 1.72, 0.0564, 1.21, 0.002209, '2025-07-08T16:06:02-04:00', 6]\n",
      "['7M1OMo2', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), sector),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.72, 0.0578, 1.67, 0.004076, '2025-07-08T15:18:57-04:00', 6]\n",
      "['8Yz0ovX', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.72, 0.0849, 1.36, 0.001836, '2025-07-08T13:37:25-04:00', 6]\n",
      "['5ewVRV6', \"group_neutralize(group_rank(-(fnd6_newqv1300_icaptq)/capex, subindustry),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.72, 0.0241, 1.07, 0.003978, '2025-07-08T09:18:16-04:00', 6]\n",
      "['v6LMOAb', \"group_neutralize(group_rank(-(invested_capital)/capex, subindustry),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.72, 0.0241, 1.07, 0.003987, '2025-07-08T08:58:49-04:00', 6]\n",
      "['RK18zgn', \"group_zscore(group_rank(ts_rank(fnd6_acdo, 60), industry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.71, 0.0669, 1.6, 0.003276, '2025-07-08T23:12:10-04:00', 6]\n",
      "['5ekawzo', \"group_rank(group_rank(ts_rank(fnd6_dvpa, 200), subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.71, 0.053, 1.41, 0.003209, '2025-07-08T22:27:17-04:00', 6]\n",
      "['W0VaQLd', \"group_rank(group_rank(ts_rank(fnd6_dvpa, 200), subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.71, 0.053, 1.4, 0.003172, '2025-07-08T22:23:57-04:00', 6]\n",
      "['7Mng7Rb', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), industry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.71, 0.0671, 1.57, 0.003157, '2025-07-08T21:31:31-04:00', 6]\n",
      "['awE3aaW', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), industry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.71, 0.0628, 1.57, 0.003363, '2025-07-08T21:19:15-04:00', 6]\n",
      "['Am7Mv0g', \"group_neutralize(group_rank(-(fnd6_cptmfmq_ceqq)/capex, subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.71, 0.0314, 1.15, 0.003607, '2025-07-08T21:00:24-04:00', 6]\n",
      "['xWd6mLn', \"group_zscore(group_rank(ts_rank(fnd6_acdo, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.71, 0.0671, 1.6, 0.003254, '2025-07-08T20:39:58-04:00', 6]\n",
      "['N3rlqrE', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), sector),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.71, 0.0697, 1.49, 0.002714, '2025-07-08T19:20:09-04:00', 6]\n",
      "['kO09vjz', 'group_rank(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), subindustry),densify(market))', 1.71, 0.0597, 1.31, 0.002474, '2025-07-08T18:59:04-04:00', 6]\n",
      "900\n",
      "['awnGYl5', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.71, 0.0686, 1.6, 0.003198, '2025-07-08T18:53:32-04:00', 6]\n",
      "['xWk2q1p', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), densify(pv13_h_f1_sector)),densify(sector))', 1.71, 0.0791, 1.17, 0.00147, '2025-07-08T18:28:21-04:00', 6]\n",
      "['9mrWvje', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), industry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.71, 0.0686, 1.6, 0.003191, '2025-07-08T17:38:00-04:00', 6]\n",
      "['V5PGJgw', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), sector),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.71, 0.0686, 1.6, 0.003193, '2025-07-08T17:05:34-04:00', 6]\n",
      "['kO00bpK', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.71, 0.0687, 1.6, 0.003182, '2025-07-08T16:50:33-04:00', 6]\n",
      "['J1pkLmm', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), market),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.71, 0.0661, 1.62, 0.003373, '2025-07-08T13:14:16-04:00', 6]\n",
      "['35727Wz', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), market),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.71, 0.0659, 1.61, 0.003369, '2025-07-08T13:08:32-04:00', 6]\n",
      "['9mwxjK1', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), sector),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.71, 0.0914, 1.63, 0.002484, '2025-07-08T12:06:34-04:00', 6]\n",
      "['YJpXAAq', \"group_zscore(group_rank(-(fnd6_newqv1300_icaptq)/capex, subindustry),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.71, 0.0242, 1.05, 0.003921, '2025-07-08T09:35:22-04:00', 6]\n",
      "['OVpam0q', \"group_zscore(group_rank(-(invested_capital)/capex, subindustry),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.71, 0.0242, 1.06, 0.003931, '2025-07-08T09:11:24-04:00', 6]\n",
      "['wPRmvmQ', \"group_zscore(group_rank((fnd6_acdo)/cap, subindustry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.71, 0.0328, 1.48, 0.005683, '2025-07-08T08:52:23-04:00', 6]\n",
      "['RKp37Zn', 'group_zscore(group_rank((fnd6_acdo)/cap, subindustry),densify(sector))', 1.71, 0.0264, 1.71, 0.009518, '2025-07-08T08:49:56-04:00', 6]\n",
      "['rVPOqWm', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), market),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.7, 0.067, 1.56, 0.003147, '2025-07-08T23:54:38-04:00', 6]\n",
      "['rVP5be3', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), market),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.7, 0.0501, 1.55, 0.004129, '2025-07-08T23:42:04-04:00', 6]\n",
      "['06Mwrm2', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), market),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.7, 0.0501, 1.54, 0.004109, '2025-07-08T23:35:40-04:00', 6]\n",
      "['OVxG3dd', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), sector),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.7, 0.067, 1.56, 0.003149, '2025-07-08T23:30:19-04:00', 6]\n",
      "['Gxeeo5x', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), sector),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.7, 0.0628, 1.56, 0.003357, '2025-07-08T23:17:34-04:00', 6]\n",
      "['06MMKbr', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), sector),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.7, 0.0501, 1.54, 0.004111, '2025-07-08T23:16:44-04:00', 6]\n",
      "['9m7romx', 'group_zscore(group_rank(ts_rank(fnd6_acdo, 60), industry),densify(subindustry))', 1.7, 0.0304, 1.72, 0.008411, '2025-07-08T23:07:26-04:00', 6]\n",
      "['MZLxRl8', \"group_zscore(group_rank(ts_rank(fnd6_dvpa, 60), densify(pv13_h_f1_sector)),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.7, 0.0514, 1.42, 0.00338, '2025-07-08T22:49:59-04:00', 6]\n",
      "['q36PJM2', 'group_zscore(group_rank(ts_rank(fnd6_dvpa, 200), subindustry),densify(industry))', 1.7, 0.0439, 1.45, 0.004135, '2025-07-08T22:31:04-04:00', 6]\n",
      "['orgAWLv', \"group_neutralize(group_rank(ts_rank(fnd6_msa, 60), densify(pv13_h_f1_sector)),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.7, 0.0431, 1.18, 0.002798, '2025-07-08T21:53:57-04:00', 6]\n",
      "['9m7ojjo', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), industry),densify(pv13_h_min2_focused_pureplay_3000_sector))', 1.7, 0.0675, 1.14, 0.00166, '2025-07-08T21:27:20-04:00', 6]\n",
      "['Am7d05W', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), industry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.7, 0.0502, 1.54, 0.004101, '2025-07-08T21:18:14-04:00', 6]\n",
      "['v6vg7ar', \"group_zscore(group_rank(-(fnd6_cptmfmq_ceqq)/capex, subindustry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.7, 0.0227, 1.07, 0.004327, '2025-07-08T21:12:00-04:00', 6]\n",
      "['Xe86qrz', \"group_rank(group_rank(-(fnd6_cptmfmq_ceqq)/capex, subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.7, 0.0361, 1.16, 0.00322, '2025-07-08T21:05:39-04:00', 6]\n",
      "['06M0rQp', \"group_neutralize(group_rank(-(fnd6_cptmfmq_ceqq)/capex, subindustry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.7, 0.0227, 1.07, 0.004372, '2025-07-08T21:00:21-04:00', 6]\n",
      "['KQEPZKg', 'group_rank(group_rank((fnd6_newa2v1300_rdipd)/cap, subindustry),densify(industry))', 1.7, 0.0282, 1.52, 0.007095, '2025-07-08T20:17:00-04:00', 6]\n",
      "['35eq6Zg', \"group_neutralize(group_rank((fnd6_newa2v1300_rdipd)/cap, subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.7, 0.0562, 1.49, 0.003419, '2025-07-08T20:12:39-04:00', 6]\n",
      "['Lr10v19', 'group_rank(group_rank((fnd6_newa2v1300_rdipeps)/cap, subindustry),densify(industry))', 1.7, 0.0282, 1.52, 0.007088, '2025-07-08T20:00:06-04:00', 6]\n",
      "['W0Gvodx', \"group_neutralize(group_rank((fnd6_newa2v1300_rdipeps)/cap, subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.7, 0.0562, 1.49, 0.003417, '2025-07-08T19:58:29-04:00', 6]\n",
      "['pZlG0Jo', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), densify(pv13_h_f1_sector)),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.7, 0.0437, 1.41, 0.003918, '2025-07-08T18:37:44-04:00', 6]\n",
      "['gdMgadK', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), densify(pv13_h_f1_sector)),densify(sector))', 1.7, 0.0399, 1.58, 0.005424, '2025-07-08T18:33:28-04:00', 6]\n",
      "['P835rVJ', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), densify(pv13_h_f1_sector)),densify(industry))', 1.7, 0.0508, 1.53, 0.00401, '2025-07-08T18:04:31-04:00', 6]\n",
      "['AmPNdXY', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), industry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.7, 0.0583, 1.57, 0.003652, '2025-07-08T17:30:27-04:00', 6]\n",
      "['awndJa6', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.7, 0.088, 1.34, 0.001775, '2025-07-08T16:41:53-04:00', 6]\n",
      "['6J9wXYG', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), densify(pv13_h_f1_sector)),densify(market))', 1.7, 0.0849, 1.39, 0.001966, '2025-07-08T16:40:21-04:00', 6]\n",
      "['kO0Qza6', \"group_zscore(group_rank((fnd6_acdo)/liabilities, subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.7, 0.0484, 1.49, 0.003986, '2025-07-08T16:32:02-04:00', 6]\n",
      "['gdMm7mQ', \"group_zscore(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), industry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.7, 0.0558, 1.21, 0.00227, '2025-07-08T16:17:58-04:00', 6]\n",
      "['do07w0X', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), market),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.7, 0.0662, 1.6, 0.003352, '2025-07-08T15:53:42-04:00', 6]\n",
      "['OVZkAYJ', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), market),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.7, 0.0661, 1.6, 0.003348, '2025-07-08T15:49:36-04:00', 6]\n",
      "['W0Gwn0d', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.7, 0.066, 1.6, 0.003354, '2025-07-08T15:30:40-04:00', 6]\n",
      "['5eORX1z', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), sector),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.7, 0.0912, 1.61, 0.002475, '2025-07-08T15:20:20-04:00', 6]\n",
      "['35RddrQ', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), sector),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.7, 0.0661, 1.6, 0.003342, '2025-07-08T15:14:11-04:00', 6]\n",
      "['orlMjgl', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), industry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.7, 0.0661, 1.6, 0.00334, '2025-07-08T14:55:58-04:00', 6]\n",
      "['GxL1NN3', 'group_rank(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), market),densify(pv13_r2_min20_3000_sector))', 1.7, 0.0527, 1.21, 0.002418, '2025-07-08T14:23:07-04:00', 6]\n",
      "['q3lKaWZ', 'group_zscore(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), sector),densify(pv13_r2_min20_3000_sector))', 1.7, 0.0793, 1.18, 0.001525, '2025-07-08T14:07:48-04:00', 6]\n",
      "['OVZ1K0g', \"group_rank(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), sector),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.7, 0.0917, 1.32, 0.001647, '2025-07-08T14:01:59-04:00', 6]\n",
      "['AmwXkkX', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.7, 0.0662, 1.6, 0.003338, '2025-07-08T13:32:00-04:00', 6]\n",
      "['KQbQlxj', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.7, 0.0659, 1.6, 0.003376, '2025-07-08T12:49:33-04:00', 6]\n",
      "['6JwZVaG', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), industry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.7, 0.0571, 1.58, 0.003762, '2025-07-08T12:26:30-04:00', 6]\n",
      "['orKPNZ6', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), industry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.7, 0.066, 1.6, 0.003362, '2025-07-08T12:21:54-04:00', 6]\n",
      "['pZ6vdKg', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), sector),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.7, 0.0659, 1.6, 0.003363, '2025-07-08T11:59:04-04:00', 6]\n",
      "['pZ6RnMj', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), densify(pv13_h_f1_sector)),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.7, 0.0862, 1.34, 0.001801, '2025-07-08T11:41:20-04:00', 6]\n",
      "['KQbOoXE', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), densify(pv13_h_f1_sector)),densify(sector))', 1.7, 0.0833, 1.35, 0.001906, '2025-07-08T11:37:49-04:00', 6]\n",
      "['Lrp6VQ1', 'group_zscore(ts_mean(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240),densify(subindustry))', 1.7, 0.0191, 1.42, 0.00907, '2025-07-08T09:55:44-04:00', 6]\n",
      "['1P79EPz', \"group_rank(group_rank((fnd6_acdo)/cap, subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.7, 0.0685, 1.48, 0.002759, '2025-07-08T08:47:11-04:00', 6]\n",
      "['ELw5WrK', 'group_neutralize(group_rank((fnd6_intc)/revenue, subindustry),densify(pv13_r2_min2_3000_sector))', 1.7, 0.0274, 1.05, 0.003466, '2025-07-08T08:22:28-04:00', 6]\n",
      "['J1vx9v2', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), market),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.69, 0.063, 1.55, 0.003354, '2025-07-08T23:46:40-04:00', 6]\n",
      "['35el5QN', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), market),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.69, 0.0628, 1.55, 0.003351, '2025-07-08T23:37:07-04:00', 6]\n",
      "['v6v56Qw', \"group_neutralize(group_rank(ts_rank(fnd6_dvpa, 60), densify(pv13_h_f1_sector)),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.69, 0.0514, 1.4, 0.003359, '2025-07-08T22:39:07-04:00', 6]\n",
      "['RK1N31j', \"group_zscore(group_rank(ts_rank(fnd6_dvpa, 200), subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.69, 0.0507, 1.4, 0.003377, '2025-07-08T22:33:11-04:00', 6]\n",
      "['V53wWRA', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.69, 0.0696, 1.45, 0.002659, '2025-07-08T21:48:22-04:00', 6]\n",
      "['gd9plMM', \"group_zscore(group_rank(-(fnd6_cptmfmq_ceqq)/capex, subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.69, 0.0322, 1.13, 0.003444, '2025-07-08T21:12:16-04:00', 6]\n",
      "['q36qqwA', \"group_rank(group_rank(-(fnd6_cptmfmq_ceqq)/capex, subindustry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.69, 0.0245, 1.06, 0.004013, '2025-07-08T21:05:23-04:00', 6]\n",
      "['q36rlp2', 'group_rank(group_rank(-(fnd6_newa2v1300_seq)/capex, subindustry),densify(pv13_r2_min20_3000_sector))', 1.69, 0.0188, 1.05, 0.005147, '2025-07-08T20:49:57-04:00', 6]\n",
      "['ELeWqoG', \"group_rank(group_rank(-(fnd6_newa2v1300_seq)/capex, subindustry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.69, 0.0197, 1.03, 0.004736, '2025-07-08T20:49:04-04:00', 6]\n",
      "['RK8o1gd', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), sector),densify(market))', 1.69, 0.0636, 1.57, 0.003408, '2025-07-08T19:13:54-04:00', 6]\n",
      "['2WLmARY', 'group_neutralize(group_rank(-(fnd6_newqv1300_teqq)/capex, subindustry),densify(pv13_h_min2_focused_pureplay_3000_sector))', 1.69, 0.0262, 1.05, 0.003704, '2025-07-08T17:42:40-04:00', 6]\n",
      "['kO0jXXK', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), market),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.69, 0.0666, 1.59, 0.003305, '2025-07-08T17:14:45-04:00', 6]\n",
      "['ZMnKGwj', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), sector),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.69, 0.0584, 1.63, 0.003964, '2025-07-08T16:57:29-04:00', 6]\n",
      "['P833RKL', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), sector),densify(market))', 1.69, 0.0505, 1.7, 0.005025, '2025-07-08T16:55:53-04:00', 6]\n",
      "['MZQxnMk', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.69, 0.0665, 1.58, 0.003293, '2025-07-08T16:38:58-04:00', 6]\n",
      "['pZlO1N3', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), industry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.69, 0.0571, 1.56, 0.003749, '2025-07-08T14:59:18-04:00', 6]\n",
      "['ev0wZ7l', \"group_zscore(group_rank((fnd6_drlt)/liabilities, subindustry),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.69, 0.0195, 1.04, 0.004867, '2025-07-08T14:47:47-04:00', 6]\n",
      "['8YzYzev', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.69, 0.0539, 1.56, 0.003944, '2025-07-08T12:52:49-04:00', 6]\n",
      "['jxZEVpZ', \"group_zscore(group_rank((fnd6_acdo)/cap, subindustry),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.69, 0.0313, 1.57, 0.006844, '2025-07-08T08:51:34-04:00', 6]\n",
      "['8YLMx2q', 'group_zscore(group_rank((fnd6_intc)/cap, subindustry),densify(pv13_r2_min20_3000_sector))', 1.69, 0.0281, 1.05, 0.003405, '2025-07-08T08:12:49-04:00', 6]\n",
      "['7Mdp30Q', 'group_rank(group_rank((fnd6_intc)/cap, subindustry),densify(pv13_r2_min20_3000_sector))', 1.69, 0.0281, 1.01, 0.003163, '2025-07-08T08:03:57-04:00', 6]\n",
      "['06Mpmlr', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), sector),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.68, 0.1138, 1.5, 0.00174, '2025-07-08T23:22:21-04:00', 6]\n",
      "['ZMKrrbY', \"group_rank(group_rank(ts_rank(fnd6_dvpa, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.68, 0.0626, 1.25, 0.002214, '2025-07-08T22:44:15-04:00', 6]\n",
      "['v6vJjY3', \"group_neutralize(group_rank(ts_rank(fnd6_dvpa, 200), subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.68, 0.0506, 1.39, 0.00338, '2025-07-08T22:19:06-04:00', 6]\n",
      "['6JegLEG', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), subindustry),densify(market))', 1.68, 0.0426, 1.5, 0.004706, '2025-07-08T21:38:54-04:00', 6]\n",
      "['v6vqE5G', 'group_neutralize(group_rank(-(fnd6_newa2v1300_seq)/capex, subindustry),densify(pv13_r2_min2_3000_sector))', 1.68, 0.0206, 1.03, 0.004516, '2025-07-08T20:45:05-04:00', 6]\n",
      "['pZlLabg', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), industry),densify(sector))', 1.68, 0.0393, 1.57, 0.005536, '2025-07-08T19:49:36-04:00', 6]\n",
      "['6J960vY', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), market),densify(sector))', 1.68, 0.0392, 1.57, 0.005567, '2025-07-08T19:32:57-04:00', 6]\n",
      "['35Rm99N', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), market),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.68, 0.0673, 1.47, 0.002846, '2025-07-08T19:31:18-04:00', 6]\n",
      "['35RO8YP', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), sector),densify(sector))', 1.68, 0.0392, 1.57, 0.005569, '2025-07-08T19:17:42-04:00', 6]\n",
      "['7M1m2wx', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.68, 0.0664, 1.57, 0.003303, '2025-07-08T18:43:03-04:00', 6]\n",
      "['YJ0l3Gq', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), subindustry),densify(industry))', 1.68, 0.0444, 1.57, 0.004891, '2025-07-08T18:18:26-04:00', 6]\n",
      "['orl6P8E', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), industry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.68, 0.0664, 1.57, 0.003294, '2025-07-08T17:26:21-04:00', 6]\n",
      "['9mrpkG1', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), market),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.68, 0.0664, 1.57, 0.003301, '2025-07-08T17:11:00-04:00', 6]\n",
      "['orllGn2', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), sector),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.68, 0.0664, 1.57, 0.003295, '2025-07-08T16:54:26-04:00', 6]\n",
      "['8YQnMVX', \"group_zscore(group_rank((fnd6_acdo)/liabilities, subindustry),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.68, 0.0329, 1.54, 0.006349, '2025-07-08T16:32:02-04:00', 6]\n",
      "['2WLJwVJ', \"group_rank(group_rank((fnd6_acdo)/liabilities, subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.68, 0.07, 1.38, 0.002413, '2025-07-08T16:28:56-04:00', 6]\n",
      "['35REK7z', \"group_neutralize(group_rank((fnd6_acdo)/liabilities, subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.68, 0.066, 1.45, 0.002817, '2025-07-08T16:23:34-04:00', 6]\n",
      "['OVpdX37', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), densify(pv13_h_f1_sector)),densify(market))', 1.68, 0.0816, 1.35, 0.001983, '2025-07-08T13:35:54-04:00', 6]\n",
      "['7MwMoW8', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.68, 0.0518, 1.56, 0.004159, '2025-07-08T12:54:11-04:00', 6]\n",
      "['9mw8baV', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), industry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.68, 0.0548, 1.56, 0.003931, '2025-07-08T12:27:46-04:00', 6]\n",
      "['YJpMvzA', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), densify(pv13_h_f1_sector)),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.68, 0.0406, 1.48, 0.004793, '2025-07-08T11:50:09-04:00', 6]\n",
      "1000\n",
      "['J1pmKKm', \"group_zscore(ts_mean(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.68, 0.0266, 1.28, 0.005461, '2025-07-08T09:56:26-04:00', 6]\n",
      "['067oqgq', \"group_rank(group_rank(-(fnd6_newqv1300_icaptq)/capex, subindustry),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.68, 0.0258, 1.05, 0.003775, '2025-07-08T09:24:50-04:00', 6]\n",
      "['5ewoqgJ', \"group_rank(group_rank(-(invested_capital)/capex, subindustry),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.68, 0.0258, 1.05, 0.003784, '2025-07-08T09:04:07-04:00', 6]\n",
      "['xWxOR0w', \"group_zscore(group_rank((fnd6_intc)/revenue, subindustry),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.68, 0.0287, 1.06, 0.003437, '2025-07-08T08:33:06-04:00', 6]\n",
      "['doRbnQx', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), market),densify(industry))', 1.67, 0.0441, 1.57, 0.004983, '2025-07-08T23:50:13-04:00', 6]\n",
      "['OVxGGaR', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), sector),densify(industry))', 1.67, 0.0441, 1.56, 0.004971, '2025-07-08T23:26:32-04:00', 6]\n",
      "['orgK6Xb', \"group_rank(group_rank(ts_rank(fnd6_acdo, 60), industry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.67, 0.0533, 1.55, 0.00402, '2025-07-08T23:01:59-04:00', 6]\n",
      "['Xe82AJ0', 'group_zscore(group_rank(ts_rank(fnd6_dvpa, 200), subindustry),densify(sector))', 1.67, 0.045, 1.44, 0.004156, '2025-07-08T22:31:13-04:00', 6]\n",
      "['awE21RW', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), subindustry),densify(sector))', 1.67, 0.0394, 1.55, 0.005435, '2025-07-08T21:44:31-04:00', 6]\n",
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      "['evxrqrl', \"group_zscore(group_rank(ts_rank(fnd6_dvpa, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.66, 0.0702, 1.36, 0.002387, '2025-07-08T22:51:53-04:00', 6]\n",
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      "['l93pMrx', \"group_zscore(group_rank((fnd6_newa2v1300_rdipd)/cap, subindustry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.66, 0.0334, 1.35, 0.004979, '2025-07-08T20:24:17-04:00', 6]\n",
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      "['awnaYLO', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.66, 0.0831, 1.11, 0.001343, '2025-07-08T18:03:03-04:00', 6]\n",
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      "['do0p6Nj', 'group_zscore(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), market),densify(pv13_r2_min20_3000_sector))', 1.66, 0.1209, 1.15, 0.000989, '2025-07-08T14:31:53-04:00', 6]\n",
      "['kO3wXa6', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), densify(pv13_h_f1_sector)),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.66, 0.0849, 1.29, 0.001783, '2025-07-08T13:39:01-04:00', 6]\n",
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      "['W0gvVqG', \"group_zscore(group_rank((fnd6_intc)/cap, subindustry),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.66, 0.0313, 1.1, 0.003495, '2025-07-08T08:09:44-04:00', 6]\n",
      "['jxr1kne', 'group_zscore(group_rank(ts_rank(fnd6_dvpa, 60), densify(pv13_h_f1_sector)),densify(sector))', 1.65, 0.0458, 1.43, 0.004105, '2025-07-08T22:48:21-04:00', 6]\n",
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      "['1Pz6MkJ', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), subindustry),densify(industry))', 1.65, 0.0406, 1.46, 0.004802, '2025-07-08T21:39:29-04:00', 6]\n",
      "['v6vaX9v', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), subindustry),densify(sector))', 1.65, 0.0431, 1.46, 0.004542, '2025-07-08T21:38:52-04:00', 6]\n",
      "['2WNEXe8', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), industry),densify(industry))', 1.65, 0.0441, 1.53, 0.004906, '2025-07-08T21:28:50-04:00', 6]\n",
      "['6JeOoMY', \"group_zscore(group_rank(-(fnd6_cptmfmq_ceqq)/capex, subindustry),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.65, 0.0226, 1.06, 0.004578, '2025-07-08T21:10:37-04:00', 6]\n",
      "['m1VMQrK', 'group_neutralize(group_rank(-(fnd6_cptmfmq_ceqq)/capex, subindustry),densify(pv13_h_min2_focused_pureplay_3000_sector))', 1.65, 0.0275, 1.01, 0.003431, '2025-07-08T21:02:13-04:00', 6]\n",
      "['xWd0dPJ', \"group_neutralize(group_rank(-(fnd6_cptmfmq_ceqq)/capex, subindustry),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.65, 0.0225, 1.06, 0.004608, '2025-07-08T20:59:19-04:00', 6]\n",
      "['2WNzQg5', \"group_rank(group_rank(-(fnd6_newa2v1300_seq)/capex, subindustry),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.65, 0.0212, 1.02, 0.004524, '2025-07-08T20:48:12-04:00', 6]\n",
      "['awn9mM9', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), market),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.65, 0.0671, 1.43, 0.002797, '2025-07-08T19:25:36-04:00', 6]\n",
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      "['2WLelNw', 'group_neutralize(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), subindustry),densify(pv13_r2_min20_3000_sector))', 1.65, 0.0534, 1.15, 0.002255, '2025-07-08T18:57:32-04:00', 6]\n",
      "['ELEeYYR', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), sector),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.65, 0.0917, 1.55, 0.002397, '2025-07-08T16:58:24-04:00', 6]\n",
      "['ev0OKvz', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), densify(pv13_h_f1_sector)),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.65, 0.0881, 1.29, 0.001736, '2025-07-08T16:42:36-04:00', 6]\n",
      "['OVZoXoR', 'group_zscore(group_rank((fnd6_acdo)/liabilities, subindustry),densify(sector))', 1.65, 0.0403, 1.51, 0.005208, '2025-07-08T16:31:16-04:00', 6]\n",
      "['QgV2qYg', \"group_rank(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), industry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.65, 0.0876, 1.24, 0.001607, '2025-07-08T16:10:19-04:00', 6]\n",
      "['J1OX1ej', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), market),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.65, 0.0405, 1.44, 0.004737, '2025-07-08T15:58:34-04:00', 6]\n",
      "['ELEoEjL', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), sector),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.65, 0.0404, 1.44, 0.004736, '2025-07-08T15:24:22-04:00', 6]\n",
      "['jxZJKdZ', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), market),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.65, 0.0404, 1.45, 0.004763, '2025-07-08T13:19:56-04:00', 6]\n",
      "['OVpg5vp', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), subindustry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.65, 0.0404, 1.45, 0.004749, '2025-07-08T12:59:48-04:00', 6]\n",
      "['OVpVM5Y', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.65, 0.0758, 1.52, 0.002799, '2025-07-08T12:55:03-04:00', 6]\n",
      "['KQb5Lzj', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), industry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.65, 0.0404, 1.45, 0.00475, '2025-07-08T12:36:59-04:00', 6]\n",
      "['1P7W1gQ', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), sector),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.65, 0.0404, 1.45, 0.004762, '2025-07-08T12:11:59-04:00', 6]\n",
      "['Amw0omX', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), densify(pv13_h_f1_sector)),densify(industry))', 1.65, 0.0829, 1.28, 0.00182, '2025-07-08T11:38:10-04:00', 6]\n",
      "['Amwbbad', \"group_zscore(ts_mean(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.65, 0.0292, 1.32, 0.005474, '2025-07-08T09:57:34-04:00', 6]\n",
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      "['6JewZJL', \"group_rank(group_rank(ts_rank(fnd6_acdo, 60), industry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.64, 0.0522, 1.5, 0.004031, '2025-07-08T23:03:22-04:00', 6]\n",
      "['7MndVAL', \"group_zscore(group_rank(ts_rank(fnd6_dvpa, 60), densify(pv13_h_f1_sector)),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.64, 0.0492, 1.27, 0.003066, '2025-07-08T22:50:31-04:00', 6]\n",
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      "['V53wMMV', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), subindustry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.64, 0.0433, 1.33, 0.0038, '2025-07-08T21:46:08-04:00', 6]\n",
      "['v6vME8v', \"group_zscore(group_rank(-(fnd6_newa2v1300_seq)/capex, subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.64, 0.0275, 1.04, 0.003649, '2025-07-08T20:54:07-04:00', 6]\n",
      "['J1O3K0e', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), subindustry),densify(pv13_r2_min2_3000_sector))', 1.64, 0.0475, 1.29, 0.003267, '2025-07-08T18:12:18-04:00', 6]\n",
      "['xWkrVAg', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), densify(pv13_h_f1_sector)),densify(subindustry))', 1.64, 0.0698, 1.07, 0.001529, '2025-07-08T17:59:45-04:00', 6]\n",
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      "['q3lxR0K', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), industry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.64, 0.0407, 1.43, 0.004675, '2025-07-08T17:36:53-04:00', 6]\n",
      "['35RXAjQ', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), industry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.64, 0.0812, 1.5, 0.002578, '2025-07-08T17:32:31-04:00', 6]\n",
      "['J1O7AXE', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), market),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.64, 0.0407, 1.43, 0.00469, '2025-07-08T17:19:58-04:00', 6]\n",
      "['q3l62zj', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), sector),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.64, 0.0407, 1.43, 0.004688, '2025-07-08T17:03:33-04:00', 6]\n",
      "['Lr1pLQM', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), densify(pv13_h_f1_sector)),densify(sector))', 1.64, 0.0849, 1.29, 0.001829, '2025-07-08T16:40:28-04:00', 6]\n",
      "['jx0w3Jo', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), market),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.64, 0.0411, 1.5, 0.005063, '2025-07-08T15:56:53-04:00', 6]\n",
      "['nQ2Yv9l', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), subindustry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.64, 0.0405, 1.43, 0.004721, '2025-07-08T15:41:41-04:00', 6]\n",
      "['8YQqA5z', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), industry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.64, 0.0405, 1.43, 0.004723, '2025-07-08T15:06:05-04:00', 6]\n",
      "['nQglqpz', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), market),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.64, 0.0411, 1.5, 0.005068, '2025-07-08T13:18:53-04:00', 6]\n",
      "1100\n",
      "['AmwxMjg', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), sector),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.64, 0.0411, 1.5, 0.005058, '2025-07-08T12:10:51-04:00', 6]\n",
      "['W0pbnMd', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), densify(pv13_h_f1_sector)),densify(subindustry))', 1.64, 0.0825, 1.26, 0.001787, '2025-07-08T11:40:23-04:00', 6]\n",
      "['jxZXr15', \"group_zscore(ts_mean(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.64, 0.0618, 1.67, 0.004207, '2025-07-08T09:59:10-04:00', 6]\n",
      "['orgQo9E', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.63, 0.0669, 1.4, 0.002742, '2025-07-08T21:36:42-04:00', 6]\n",
      "['ZMKP0Z8', \"group_zscore(group_rank((fnd6_newa2v1300_rdipd)/cap, subindustry),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.63, 0.0338, 1.35, 0.00505, '2025-07-08T20:23:39-04:00', 6]\n",
      "['ZMKYk38', \"group_neutralize(group_rank((fnd6_newa2v1300_rdipd)/cap, subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.63, 0.0606, 1.4, 0.003061, '2025-07-08T20:11:51-04:00', 6]\n",
      "['nQ2ldEx', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), sector),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.63, 0.0814, 1.43, 0.002365, '2025-07-08T19:14:39-04:00', 6]\n",
      "['jx0Opjj', \"group_rank(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.63, 0.0677, 1.18, 0.00193, '2025-07-08T19:00:46-04:00', 6]\n",
      "['q3l3aRA', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), subindustry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.63, 0.0407, 1.42, 0.004666, '2025-07-08T18:52:18-04:00', 6]\n",
      "['2WLG9eY', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), subindustry),densify(pv13_h_min2_3000_sector))', 1.63, 0.0642, 1.1, 0.001772, '2025-07-08T18:17:01-04:00', 6]\n",
      "['xWk9jYN', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), subindustry),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.63, 0.0412, 1.48, 0.005019, '2025-07-08T15:40:53-04:00', 6]\n",
      "['N3rq19p', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.63, 0.076, 1.49, 0.00275, '2025-07-08T15:36:38-04:00', 6]\n",
      "['J1ORnjn', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), sector),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.63, 0.0411, 1.49, 0.005054, '2025-07-08T15:23:31-04:00', 6]\n",
      "['RKpOPAd', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.63, 0.0413, 1.48, 0.005006, '2025-07-08T13:43:07-04:00', 6]\n",
      "['W0pR1ax', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), market),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.63, 0.0705, 1.52, 0.003081, '2025-07-08T13:13:17-04:00', 6]\n",
      "['N3p2qQe', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), market),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.63, 0.0703, 1.52, 0.003081, '2025-07-08T13:07:06-04:00', 6]\n",
      "['z09e1Lo', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), subindustry),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.63, 0.0412, 1.48, 0.005025, '2025-07-08T12:58:16-04:00', 6]\n",
      "['ELwzLmJ', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.63, 0.0703, 1.52, 0.003074, '2025-07-08T12:47:39-04:00', 6]\n",
      "['RKplYJn', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), industry),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.63, 0.0411, 1.48, 0.005014, '2025-07-08T12:35:45-04:00', 6]\n",
      "['doxKQkw', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), sector),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.63, 0.0703, 1.52, 0.003075, '2025-07-08T11:57:10-04:00', 6]\n",
      "['GxwOMVx', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.63, 0.0413, 1.48, 0.00501, '2025-07-08T11:48:50-04:00', 6]\n",
      "['6Jwjz35', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), densify(pv13_h_f1_sector)),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.63, 0.0841, 1.21, 0.001629, '2025-07-08T11:41:26-04:00', 6]\n",
      "['2W7MqnZ', \"group_neutralize(group_rank((fnd6_acdo)/cap, subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.63, 0.0639, 1.51, 0.003338, '2025-07-08T08:40:02-04:00', 6]\n",
      "['kOZxVpK', \"group_zscore(group_rank((fnd6_newa2v1300_rdipeps)/cap, subindustry),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.62, 0.0338, 1.34, 0.005044, '2025-07-08T20:06:02-04:00', 6]\n",
      "['ZMnOQKd', \"group_neutralize(group_rank((fnd6_newa2v1300_rdipeps)/cap, subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.62, 0.0606, 1.4, 0.003058, '2025-07-08T19:57:46-04:00', 6]\n",
      "['1PdRGVQ', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), sector),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.62, 0.0722, 1.42, 0.002669, '2025-07-08T19:15:30-04:00', 6]\n",
      "['8YQXRJW', 'group_neutralize(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), subindustry),densify(pv13_r2_min2_3000_sector))', 1.62, 0.0572, 1.1, 0.002002, '2025-07-08T18:58:32-04:00', 6]\n",
      "['YJ0J2Rq', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.62, 0.0524, 1.47, 0.003947, '2025-07-08T18:47:26-04:00', 6]\n",
      "['v6l63Vr', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.62, 0.0545, 1.47, 0.003752, '2025-07-08T18:45:25-04:00', 6]\n",
      "['kO0Gvwl', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.62, 0.0706, 1.5, 0.003044, '2025-07-08T18:42:11-04:00', 6]\n",
      "['ELE8q6m', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.62, 0.0909, 1.07, 0.001202, '2025-07-08T18:30:56-04:00', 6]\n",
      "['v6lAJl3', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), densify(pv13_h_f1_sector)),densify(subindustry))', 1.62, 0.0689, 1.25, 0.002167, '2025-07-08T18:05:15-04:00', 6]\n",
      "['RK8E1Kb', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), densify(pv13_h_f1_sector)),densify(pv13_r2_min2_3000_sector))', 1.62, 0.0474, 1.27, 0.003256, '2025-07-08T17:58:03-04:00', 6]\n",
      "['OVZrZ2q', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), industry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.62, 0.0706, 1.5, 0.003038, '2025-07-08T17:24:57-04:00', 6]\n",
      "['rVlj8qa', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), market),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.62, 0.0413, 1.47, 0.004978, '2025-07-08T17:19:10-04:00', 6]\n",
      "['9mrXoL2', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), market),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.62, 0.0708, 1.51, 0.003057, '2025-07-08T17:14:03-04:00', 6]\n",
      "['7M1zG3L', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), market),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.62, 0.0706, 1.51, 0.003058, '2025-07-08T17:10:08-04:00', 6]\n",
      "['W0GGlQj', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), sector),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.62, 0.0706, 1.5, 0.003053, '2025-07-08T16:53:39-04:00', 6]\n",
      "['Xenp521', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), densify(pv13_h_f1_sector)),densify(subindustry))', 1.62, 0.0837, 1.23, 0.001734, '2025-07-08T16:41:19-04:00', 6]\n",
      "['MZQkGkn', \"group_rank(group_rank((fnd6_acdo)/liabilities, subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.62, 0.0735, 1.32, 0.002275, '2025-07-08T16:28:19-04:00', 6]\n",
      "['do0nngj', 'group_zscore(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), industry),densify(pv13_r2_min20_3000_sector))', 1.62, 0.0636, 1.09, 0.001772, '2025-07-08T16:19:13-04:00', 6]\n",
      "['AmPa93Y', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), market),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.62, 0.0706, 1.51, 0.003067, '2025-07-08T15:52:50-04:00', 6]\n",
      "['V5PE6vw', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), market),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.62, 0.0704, 1.51, 0.003066, '2025-07-08T15:48:50-04:00', 6]\n",
      "['wPlwKJl', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.62, 0.0704, 1.5, 0.003059, '2025-07-08T15:28:47-04:00', 6]\n",
      "['ELE3WaP', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), sector),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.62, 0.0704, 1.5, 0.00306, '2025-07-08T15:13:28-04:00', 6]\n",
      "['rVlm3EE', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), industry),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.62, 0.0411, 1.47, 0.005009, '2025-07-08T15:05:15-04:00', 6]\n",
      "['9mrLdeq', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), industry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.62, 0.0704, 1.5, 0.003048, '2025-07-08T14:54:38-04:00', 6]\n",
      "['YJpVnnq', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.62, 0.0981, 1.24, 0.001502, '2025-07-08T13:38:47-04:00', 6]\n",
      "['0672bM8', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), market),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.62, 0.0711, 1.5, 0.003015, '2025-07-08T13:20:53-04:00', 6]\n",
      "['6JwQ7KY', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), market),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.62, 0.0388, 1.39, 0.004727, '2025-07-08T13:13:30-04:00', 6]\n",
      "['evO1n16', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), industry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.62, 0.0704, 1.5, 0.003063, '2025-07-08T12:20:52-04:00', 6]\n",
      "['ELw6b09', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), sector),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.62, 0.0638, 1.49, 0.003295, '2025-07-08T12:04:04-04:00', 6]\n",
      "['orKL6kE', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.62, 0.0981, 1.25, 0.001506, '2025-07-08T11:42:49-04:00', 6]\n",
      "['doR0LLE', 'group_zscore(group_rank(ts_rank(fnd6_acdo, 60), industry),densify(sector))', 1.61, 0.0312, 1.62, 0.00813, '2025-07-08T23:06:53-04:00', 6]\n",
      "['q36nQVE', \"group_neutralize(group_rank(ts_rank(fnd6_dvpa, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.61, 0.0697, 1.31, 0.002387, '2025-07-08T22:40:40-04:00', 6]\n",
      "['q36m57V', \"group_neutralize(group_rank(ts_rank(fnd6_dvpa, 200), subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.61, 0.0686, 1.31, 0.0024, '2025-07-08T22:20:26-04:00', 6]\n",
      "['q36koZ2', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.61, 0.0534, 1.36, 0.003331, '2025-07-08T21:41:05-04:00', 6]\n",
      "['35ebqjQ', 'group_zscore(group_rank(ts_rank(fnd6_acdo, 60), densify(pv13_h_f1_sector)),densify(sector))', 1.61, 0.0318, 1.62, 0.007916, '2025-07-08T20:37:03-04:00', 6]\n",
      "['5eOKwwo', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), market),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.61, 0.0416, 1.29, 0.003866, '2025-07-08T19:30:17-04:00', 6]\n",
      "['gdMggGO', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), densify(pv13_h_f1_sector)),densify(subindustry))', 1.61, 0.0697, 1.2, 0.001993, '2025-07-08T18:34:01-04:00', 6]\n",
      "['Lr1EEna', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), densify(pv13_h_f1_sector)),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.61, 0.0422, 1.28, 0.003752, '2025-07-08T18:25:25-04:00', 6]\n",
      "['OVZA8Zp', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), densify(pv13_h_f1_sector)),densify(industry))', 1.61, 0.0716, 1.06, 0.001512, '2025-07-08T17:58:57-04:00', 6]\n",
      "['Xen8V5X', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), sector),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.61, 0.0413, 1.46, 0.004969, '2025-07-08T17:02:03-04:00', 6]\n",
      "['V5PpR9Y', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.61, 0.0415, 1.46, 0.004922, '2025-07-08T16:47:02-04:00', 6]\n",
      "['QgVaPVM', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), densify(pv13_h_f1_sector)),densify(industry))', 1.61, 0.0841, 1.24, 0.001757, '2025-07-08T16:40:23-04:00', 6]\n",
      "['35RAGkO', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.61, 0.0707, 1.49, 0.003021, '2025-07-08T16:37:48-04:00', 6]\n",
      "['RK8Nvqn', \"group_neutralize(group_rank((fnd6_acdo)/liabilities, subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.61, 0.0702, 1.4, 0.002696, '2025-07-08T16:22:52-04:00', 6]\n",
      "['35RaZvX', \"group_rank(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), industry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.61, 0.0738, 1.18, 0.001824, '2025-07-08T16:09:23-04:00', 6]\n",
      "['RK8aPV1', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), market),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.61, 0.0711, 1.49, 0.002999, '2025-07-08T15:58:45-04:00', 6]\n",
      "['awnPYJ2', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), market),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.61, 0.0389, 1.38, 0.0047, '2025-07-08T15:52:59-04:00', 6]\n",
      "['06EnpE8', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), sector),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.61, 0.0711, 1.49, 0.002993, '2025-07-08T15:24:41-04:00', 6]\n",
      "['1PdvjEX', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), sector),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.61, 0.0631, 1.48, 0.003331, '2025-07-08T15:17:37-04:00', 6]\n",
      "['AmPjrOg', \"group_rank(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), market),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.61, 0.054, 1.15, 0.002368, '2025-07-08T14:22:08-04:00', 6]\n",
      "['v6LQM7d', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), densify(pv13_h_f1_sector)),densify(subindustry))', 1.61, 0.072, 1.37, 0.002512, '2025-07-08T13:45:35-04:00', 6]\n",
      "['2W7V3jx', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), densify(pv13_h_f1_sector)),densify(sector))', 1.61, 0.0819, 1.25, 0.001833, '2025-07-08T13:36:35-04:00', 6]\n",
      "['9mwOOx2', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.61, 0.0705, 1.49, 0.003028, '2025-07-08T13:27:59-04:00', 6]\n",
      "['q3AVkpO', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.61, 0.071, 1.49, 0.003007, '2025-07-08T12:59:12-04:00', 6]\n",
      "['QgaNaVG', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), industry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.61, 0.071, 1.49, 0.002999, '2025-07-08T12:37:07-04:00', 6]\n",
      "['ELwQ0xm', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), sector),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.61, 0.071, 1.49, 0.003009, '2025-07-08T12:11:53-04:00', 6]\n",
      "['pZ6R6MV', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.61, 0.0994, 1.24, 0.001481, '2025-07-08T11:41:52-04:00', 6]\n",
      "['2W7ZzZb', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), densify(pv13_h_f1_sector)),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.61, 0.0391, 1.38, 0.004674, '2025-07-08T10:03:54-04:00', 6]\n",
      "['q36n3XZ', \"group_neutralize(group_rank(ts_rank(fnd6_dvpa, 60), densify(pv13_h_f1_sector)),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.6, 0.0483, 1.21, 0.002977, '2025-07-08T22:39:01-04:00', 6]\n",
      "['rVPQXR8', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), industry),densify(pv13_h_min2_focused_pureplay_3000_sector))', 1.6, 0.0947, 1.22, 0.001528, '2025-07-08T21:32:24-04:00', 6]\n",
      "['rVPmGn8', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), industry),densify(pv13_r2_min2_3000_sector))', 1.6, 0.0472, 1.25, 0.003245, '2025-07-08T21:20:06-04:00', 6]\n",
      "['Qg9Jeq5', \"group_zscore(group_rank(ts_rank(fnd6_acdo, 60), densify(pv13_h_f1_sector)),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.6, 0.0364, 1.36, 0.00497, '2025-07-08T20:38:37-04:00', 6]\n",
      "['J1O19Jj', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.6, 0.0713, 1.47, 0.002967, '2025-07-08T18:52:29-04:00', 6]\n",
      "['Lr1r3ge', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), subindustry),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.6, 0.0413, 1.44, 0.004927, '2025-07-08T18:51:12-04:00', 6]\n",
      "['W0GejOO', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), industry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.6, 0.0713, 1.47, 0.002963, '2025-07-08T17:37:27-04:00', 6]\n",
      "['V5PaLMA', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), industry),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.6, 0.0413, 1.44, 0.004922, '2025-07-08T17:36:10-04:00', 6]\n",
      "['xWkj7Yp', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), market),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.6, 0.0713, 1.48, 0.00298, '2025-07-08T17:19:50-04:00', 6]\n",
      "['N3r7o8e', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), market),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.6, 0.0391, 1.36, 0.004644, '2025-07-08T17:13:59-04:00', 6]\n",
      "['nQ2850a', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), sector),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.6, 0.0713, 1.47, 0.002976, '2025-07-08T17:03:21-04:00', 6]\n",
      "['N3rRxJX', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), sector),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.6, 0.0644, 1.47, 0.00329, '2025-07-08T16:56:43-04:00', 6]\n",
      "['6J9EGo5', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), densify(pv13_h_f1_sector)),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.6, 0.0394, 1.36, 0.004592, '2025-07-08T16:37:48-04:00', 6]\n",
      "['5eOv0b6', \"group_zscore(group_rank((fnd6_acdo)/liabilities, subindustry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.6, 0.0422, 1.25, 0.00359, '2025-07-08T16:32:57-04:00', 6]\n",
      "['RK8YmYj', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), market),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.6, 0.0389, 1.36, 0.004655, '2025-07-08T15:48:31-04:00', 6]\n",
      "['v6lxP0G', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.6, 0.0711, 1.47, 0.002989, '2025-07-08T15:42:55-04:00', 6]\n",
      "['RK8LYlj', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), industry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.6, 0.0711, 1.47, 0.002982, '2025-07-08T15:07:02-04:00', 6]\n",
      "['9mwng8e', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.6, 0.0712, 1.47, 0.002957, '2025-07-08T13:46:23-04:00', 6]\n",
      "['jxZkwWe', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), densify(pv13_h_f1_sector)),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.6, 0.0391, 1.36, 0.004645, '2025-07-08T13:31:16-04:00', 6]\n",
      "1200\n",
      "['m18lkzx', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), market),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.6, 0.0389, 1.37, 0.004684, '2025-07-08T13:06:21-04:00', 6]\n",
      "['GxwzzgJ', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), subindustry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.6, 0.0389, 1.36, 0.004672, '2025-07-08T12:47:32-04:00', 6]\n",
      "['XepNlvX', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), industry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.6, 0.0389, 1.36, 0.004665, '2025-07-08T12:20:20-04:00', 6]\n",
      "['jxZeZWZ', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), sector),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.6, 0.0389, 1.36, 0.004677, '2025-07-08T11:57:25-04:00', 6]\n",
      "['OVp8NXb', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.6, 0.0711, 1.47, 0.002973, '2025-07-08T11:50:42-04:00', 6]\n",
      "['v6Lqo8A', \"group_zscore(group_rank((fnd6_acdo)/cap, subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.6, 0.0678, 1.46, 0.003052, '2025-07-08T08:52:23-04:00', 6]\n",
      "['bndNkMm', \"group_zscore(group_rank(ts_rank(fnd6_dvpa, 200), subindustry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.59, 0.0484, 1.21, 0.002992, '2025-07-08T22:33:09-04:00', 6]\n",
      "['awEWVW6', \"group_neutralize(group_rank(ts_rank(fnd6_dvpa, 200), subindustry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.59, 0.0477, 1.2, 0.002991, '2025-07-08T22:19:47-04:00', 6]\n",
      "['l9lw3be', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), market),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.59, 0.0706, 1.38, 0.00267, '2025-07-08T19:30:37-04:00', 6]\n",
      "['z0mAKMG', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), subindustry),densify(pv13_r2_min20_3000_sector))', 1.59, 0.0455, 1.26, 0.003438, '2025-07-08T18:11:10-04:00', 6]\n",
      "['l9lWMNO', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), market),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.59, 0.0392, 1.35, 0.004601, '2025-07-08T17:09:36-04:00', 6]\n",
      "['xWkkKYl', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.59, 0.0714, 1.46, 0.00294, '2025-07-08T16:48:20-04:00', 6]\n",
      "['QgV5a8K', \"group_neutralize(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), industry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.59, 0.0548, 1.12, 0.002255, '2025-07-08T16:03:55-04:00', 6]\n",
      "['orlw7V2', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), subindustry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.59, 0.039, 1.35, 0.004642, '2025-07-08T15:29:00-04:00', 6]\n",
      "['orl2p0E', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), sector),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.59, 0.0389, 1.35, 0.004647, '2025-07-08T15:13:21-04:00', 6]\n",
      "['z0m10o1', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), industry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.59, 0.0389, 1.35, 0.004636, '2025-07-08T14:54:54-04:00', 6]\n",
      "['gdMJVNK', 'group_neutralize(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), market),densify(pv13_h_min2_3000_sector))', 1.59, 0.0567, 1.06, 0.001954, '2025-07-08T14:15:19-04:00', 6]\n",
      "['LrpjaKe', \"group_rank(group_rank((fnd6_acdo)/cap, subindustry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.59, 0.0335, 1.24, 0.004533, '2025-07-08T08:46:39-04:00', 6]\n",
      "['bndqbEq', \"group_zscore(group_rank(ts_rank(fnd6_acdo, 60), industry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.58, 0.0361, 1.34, 0.004953, '2025-07-08T23:10:35-04:00', 6]\n",
      "['1Pzv2VW', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), industry),densify(subindustry))', 1.58, 0.0437, 1.45, 0.004803, '2025-07-08T21:29:32-04:00', 6]\n",
      "['1PzY69X', \"group_neutralize(group_rank((fnd6_newa2v1300_rdipd)/cap, subindustry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.58, 0.0329, 1.26, 0.004813, '2025-07-08T20:11:51-04:00', 6]\n",
      "['35R8joZ', \"group_neutralize(group_rank((fnd6_newa2v1300_rdipeps)/cap, subindustry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.58, 0.0329, 1.26, 0.00481, '2025-07-08T19:57:37-04:00', 6]\n",
      "['l9lmnv8', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), industry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.58, 0.0715, 1.35, 0.002572, '2025-07-08T19:51:44-04:00', 6]\n",
      "['GxLRvdJ', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), industry),densify(market))', 1.58, 0.049, 1.41, 0.004062, '2025-07-08T19:45:16-04:00', 6]\n",
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      "['1PdnZMJ', 'group_neutralize(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), industry),densify(pv13_h_min2_3000_sector))', 1.57, 0.0581, 1.03, 0.00186, '2025-07-08T16:05:18-04:00', 6]\n",
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      "['jxrZa7Z', \"group_rank(group_rank(ts_rank(fnd6_acdo, 60), industry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.56, 0.0852, 1.42, 0.002434, '2025-07-08T23:03:01-04:00', 6]\n",
      "['ZMK5YVQ', 'group_zscore(group_rank(ts_rank(fnd6_acdo, 60), densify(pv13_h_f1_sector)),densify(industry))', 1.56, 0.0416, 1.41, 0.004871, '2025-07-08T20:37:06-04:00', 6]\n",
      "['m1Vp9n6', \"group_neutralize(group_rank(ts_rank(fnd6_acdo, 60), densify(pv13_h_f1_sector)),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.56, 0.0351, 1.3, 0.00491, '2025-07-08T20:29:16-04:00', 6]\n",
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      "['gdMrA8J', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), subindustry),densify(pv13_h_min2_3000_sector))', 1.56, 0.0494, 1.16, 0.002824, '2025-07-08T18:11:38-04:00', 6]\n",
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      "['xWxLnvJ', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.56, 0.0968, 1.17, 0.00146, '2025-07-08T13:40:12-04:00', 6]\n",
      "['8Yz0rKv', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), densify(pv13_h_f1_sector)),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.56, 0.0828, 1.13, 0.001579, '2025-07-08T13:38:57-04:00', 6]\n",
      "['q3AaZwA', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), densify(pv13_h_f1_sector)),densify(subindustry))', 1.56, 0.0808, 1.17, 0.001736, '2025-07-08T13:38:11-04:00', 6]\n",
      "['bnd9edN', \"group_neutralize(group_rank(ts_rank(fnd6_acdo, 60), industry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.55, 0.0348, 1.28, 0.004932, '2025-07-08T22:57:05-04:00', 6]\n",
      "['5ekMk91', \"group_rank(group_rank(ts_rank(fnd6_dvpa, 60), densify(pv13_h_f1_sector)),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.55, 0.063, 1.11, 0.002039, '2025-07-08T22:44:56-04:00', 6]\n",
      "['P8Ovr8p', 'group_rank(group_rank(ts_rank(fnd6_dvpa, 60), densify(pv13_h_f1_sector)),densify(market))', 1.55, 0.058, 1.13, 0.002287, '2025-07-08T22:42:54-04:00', 6]\n",
      "['KQEYvKz', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.55, 0.0714, 1.31, 0.00251, '2025-07-08T21:46:11-04:00', 6]\n",
      "['8Yeglzl', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), subindustry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.55, 0.0418, 1.21, 0.003642, '2025-07-08T21:35:45-04:00', 6]\n",
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      "['m1bnN6x', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), market),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.55, 0.0427, 1.29, 0.00405, '2025-07-08T19:33:46-04:00', 6]\n",
      "['OVZXYJ1', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), sector),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.55, 0.0428, 1.29, 0.004052, '2025-07-08T19:18:44-04:00', 6]\n",
      "['xWkVaEW', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), subindustry),densify(pv13_h_min2_3000_sector))', 1.55, 0.0741, 1.16, 0.001893, '2025-07-08T18:20:54-04:00', 6]\n",
      "['nQ2ng1a', 'group_zscore(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), industry),densify(pv13_r2_min2_3000_sector))', 1.55, 0.095, 1.02, 0.001136, '2025-07-08T16:19:43-04:00', 6]\n",
      "['P83XGJp', \"group_neutralize(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), industry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.55, 0.0628, 1.11, 0.002048, '2025-07-08T16:04:17-04:00', 6]\n",
      "['m1bA3Q2', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), subindustry),densify(pv13_r2_min2_3000_sector))', 1.55, 0.0669, 1.38, 0.002963, '2025-07-08T15:45:08-04:00', 6]\n",
      "['xWkKqpm', \"group_rank(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), sector),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.55, 0.0701, 1.09, 0.001752, '2025-07-08T14:00:58-04:00', 6]\n",
      "['OVxx3kq', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), sector),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.54, 0.1189, 1.31, 0.001533, '2025-07-08T23:21:49-04:00', 6]\n",
      "['l930mAN', \"group_neutralize(group_rank(ts_rank(fnd6_acdo, 60), industry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.54, 0.0698, 1.41, 0.002993, '2025-07-08T22:56:55-04:00', 6]\n",
      "['9m7o2bx', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), industry),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.54, 0.0522, 1.21, 0.002979, '2025-07-08T21:29:32-04:00', 6]\n",
      "['wPEV3xv', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), industry),densify(pv13_r2_min20_3000_sector))', 1.54, 0.0455, 1.21, 0.003383, '2025-07-08T21:19:31-04:00', 6]\n",
      "['Am7W3Md', 'group_zscore(group_rank(ts_rank(fnd6_acdo, 60), densify(pv13_h_f1_sector)),densify(pv13_r2_min2_3000_sector))', 1.54, 0.1108, 1.04, 0.00103, '2025-07-08T20:40:39-04:00', 6]\n",
      "['06EJ6r6', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), industry),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.54, 0.0429, 1.28, 0.004007, '2025-07-08T19:50:33-04:00', 6]\n",
      "1300\n",
      "['gdMLMQQ', \"group_neutralize(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.54, 0.0628, 1.08, 0.001963, '2025-07-08T18:56:56-04:00', 6]\n",
      "['MZQdA6k', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), subindustry),densify(pv13_r2_min20_3000_sector))', 1.54, 0.0535, 1.16, 0.002653, '2025-07-08T18:20:52-04:00', 6]\n",
      "['OVZAPVd', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.54, 0.0519, 1.21, 0.002961, '2025-07-08T17:54:46-04:00', 6]\n",
      "['V5PYOqG', \"group_neutralize(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), industry),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.54, 0.0581, 1.02, 0.001893, '2025-07-08T16:03:22-04:00', 6]\n",
      "['z0mvgxd', \"group_zscore(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), sector),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.54, 0.0665, 1.07, 0.001808, '2025-07-08T14:06:12-04:00', 6]\n",
      "['RK118q0', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), sector),densify(pv13_r2_min20_3000_sector))', 1.53, 0.0455, 1.2, 0.003357, '2025-07-08T23:17:49-04:00', 6]\n",
      "['J1v5Qkm', \"group_neutralize(group_rank(ts_rank(fnd6_dvpa, 200), subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.53, 0.0713, 1.23, 0.002254, '2025-07-08T22:19:42-04:00', 6]\n",
      "['jxrvmkZ', \"group_neutralize(group_rank(ts_rank(fnd6_acdo, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.53, 0.07, 1.39, 0.002959, '2025-07-08T20:29:16-04:00', 6]\n",
      "['V53kgjA', \"group_neutralize(group_rank((fnd6_newa2v1300_rdipd)/cap, subindustry),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.53, 0.0311, 1.18, 0.004806, '2025-07-08T20:11:04-04:00', 6]\n",
      "['N3rYAlE', \"group_neutralize(group_rank((fnd6_newa2v1300_rdipeps)/cap, subindustry),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.53, 0.0311, 1.18, 0.004799, '2025-07-08T19:55:49-04:00', 6]\n",
      "['QgVOkdg', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), subindustry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.53, 0.05, 1.18, 0.00299, '2025-07-08T18:20:13-04:00', 6]\n",
      "['orlaxpm', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), subindustry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.53, 0.0492, 1.21, 0.003168, '2025-07-08T18:10:35-04:00', 6]\n",
      "['q3l7ApP', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), densify(pv13_h_f1_sector)),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.53, 0.0504, 1.19, 0.002981, '2025-07-08T18:06:17-04:00', 6]\n",
      "['ELE6Y0P', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), densify(pv13_h_f1_sector)),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.53, 0.0495, 1.21, 0.003168, '2025-07-08T17:55:58-04:00', 6]\n",
      "['KQ9n0d8', \"group_zscore(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), industry),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.53, 0.0585, 1.02, 0.001887, '2025-07-08T16:16:54-04:00', 6]\n",
      "['1Pd5pzW', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), industry),densify(pv13_r2_min2_3000_sector))', 1.53, 0.0726, 1.33, 0.0026, '2025-07-08T15:08:47-04:00', 6]\n",
      "['P83QWKq', 'group_neutralize(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), market),densify(pv13_h_min2_focused_pureplay_3000_sector))', 1.53, 0.0558, 1.01, 0.001953, '2025-07-08T14:16:57-04:00', 6]\n",
      "['1P7rYlR', \"group_neutralize(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), sector),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.53, 0.0627, 1.09, 0.002021, '2025-07-08T13:52:37-04:00', 6]\n",
      "['OVpgAkv', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), subindustry),densify(pv13_r2_min2_3000_sector))', 1.53, 0.0669, 1.36, 0.002935, '2025-07-08T13:02:14-04:00', 6]\n",
      "['J1pQro2', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), densify(pv13_h_f1_sector)),densify(pv13_r2_min2_3000_sector))', 1.53, 0.1087, 1.19, 0.001396, '2025-07-08T11:52:26-04:00', 6]\n",
      "['2WNwAN6', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), market),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.52, 0.052, 1.19, 0.002953, '2025-07-08T23:52:22-04:00', 6]\n",
      "['doRbkPg', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), market),densify(pv13_r2_min20_3000_sector))', 1.52, 0.0456, 1.18, 0.003332, '2025-07-08T23:47:25-04:00', 6]\n",
      "['1PzwK7X', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), market),densify(pv13_r2_min20_3000_sector))', 1.52, 0.0454, 1.19, 0.003349, '2025-07-08T23:37:00-04:00', 6]\n",
      "['ZMKEawZ', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), sector),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.52, 0.052, 1.19, 0.002955, '2025-07-08T23:27:58-04:00', 6]\n",
      "['2WNLwRZ', \"group_zscore(group_rank(ts_rank(fnd6_acdo, 60), industry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.52, 0.0707, 1.38, 0.002923, '2025-07-08T23:10:37-04:00', 6]\n",
      "['q36Xkdj', \"group_zscore(group_rank(ts_rank(fnd6_dvpa, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.52, 0.0719, 1.22, 0.002224, '2025-07-08T22:51:06-04:00', 6]\n",
      "['nQ8n9Oa', \"group_zscore(group_rank(ts_rank(fnd6_dvpa, 200), subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.52, 0.0711, 1.21, 0.002227, '2025-07-08T22:32:57-04:00', 6]\n",
      "['bnd3J3p', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), industry),densify(pv13_h_min2_3000_sector))', 1.52, 0.049, 1.12, 0.002783, '2025-07-08T21:19:32-04:00', 6]\n",
      "['V539nQA', \"group_zscore(group_rank(ts_rank(fnd6_acdo, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.52, 0.0708, 1.38, 0.002903, '2025-07-08T20:38:45-04:00', 6]\n",
      "['gdMXPKl', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), subindustry),densify(pv13_h_min2_focused_pureplay_3000_sector))', 1.52, 0.0713, 1.17, 0.00209, '2025-07-08T18:21:58-04:00', 6]\n",
      "['rVlRWgJ', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), densify(pv13_h_f1_sector)),densify(pv13_h_min2_3000_sector))', 1.52, 0.049, 1.12, 0.002778, '2025-07-08T17:57:21-04:00', 6]\n",
      "['AmPNbAe', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), industry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.52, 0.0861, 1.32, 0.002175, '2025-07-08T17:31:26-04:00', 6]\n",
      "['9mrrJvo', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), densify(pv13_h_f1_sector)),densify(pv13_r2_min2_3000_sector))', 1.52, 0.1108, 1.18, 0.001366, '2025-07-08T16:51:32-04:00', 6]\n",
      "['rVlpO8E', \"group_rank(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), market),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.52, 0.0575, 1.01, 0.001904, '2025-07-08T14:20:55-04:00', 6]\n",
      "['evOX9oN', 'group_neutralize(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), sector),densify(pv13_h_min2_focused_pureplay_3000_sector))', 1.52, 0.0561, 1.0, 0.001932, '2025-07-08T13:56:59-04:00', 6]\n",
      "['Qga8x7g', \"group_neutralize(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), sector),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.52, 0.0576, 1.0, 0.001891, '2025-07-08T13:51:51-04:00', 6]\n",
      "['5ewrQPz', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), industry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.52, 0.0851, 1.33, 0.00225, '2025-07-08T12:30:05-04:00', 6]\n",
      "['orgqPXJ', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), market),densify(pv13_h_min2_3000_sector))', 1.51, 0.0485, 1.11, 0.002803, '2025-07-08T23:36:33-04:00', 6]\n",
      "['q36gnoK', 'group_rank(group_rank(ts_rank(fnd6_dvpa, 60), densify(pv13_h_f1_sector)),densify(subindustry))', 1.51, 0.0576, 1.07, 0.002178, '2025-07-08T22:43:56-04:00', 6]\n",
      "['pZKnGYb', \"group_neutralize(group_rank(ts_rank(fnd6_dvpa, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.51, 0.0724, 1.2, 0.002187, '2025-07-08T22:38:45-04:00', 6]\n",
      "['kOZkJm8', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), subindustry),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.51, 0.0429, 1.23, 0.003891, '2025-07-08T21:45:28-04:00', 6]\n",
      "['2WNEgwP', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), industry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.51, 0.0499, 1.17, 0.002997, '2025-07-08T21:30:23-04:00', 6]\n",
      "['ZMKLpOn', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), industry),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.51, 0.0515, 1.18, 0.00296, '2025-07-08T21:17:07-04:00', 6]\n",
      "['5ek8mpX', \"group_rank(group_rank((fnd6_newa2v1300_rdipd)/cap, subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.51, 0.035, 1.25, 0.004894, '2025-07-08T20:18:08-04:00', 6]\n",
      "['z0mA01K', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), subindustry),densify(pv13_r2_min2_3000_sector))', 1.51, 0.0603, 1.0, 0.001822, '2025-07-08T18:17:28-04:00', 6]\n",
      "['l9lv2K5', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), industry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.51, 0.0547, 1.24, 0.003093, '2025-07-08T17:31:22-04:00', 6]\n",
      "['8YQ1nWq', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), industry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.51, 0.0852, 1.32, 0.00224, '2025-07-08T14:59:55-04:00', 6]\n",
      "['W0GMlOj', \"group_zscore(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), market),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.51, 0.0666, 1.04, 0.001784, '2025-07-08T14:30:12-04:00', 6]\n",
      "['ELEON1P', \"group_rank(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), market),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.51, 0.0633, 1.08, 0.002022, '2025-07-08T14:21:58-04:00', 6]\n",
      "['YJpJx6l', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), subindustry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.51, 0.0506, 1.24, 0.003307, '2025-07-08T12:54:11-04:00', 6]\n",
      "['YJggpbq', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), sector),densify(pv13_h_min2_3000_sector))', 1.5, 0.0486, 1.1, 0.002788, '2025-07-08T23:17:41-04:00', 6]\n",
      "['OVxQeV7', \"group_rank(group_rank((fnd6_newa2v1300_rdipd)/cap, subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.5, 0.0582, 1.25, 0.002997, '2025-07-08T20:20:32-04:00', 6]\n",
      "['bndYVvZ', \"group_rank(group_rank((fnd6_newa2v1300_rdipeps)/cap, subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.5, 0.0581, 1.25, 0.002994, '2025-07-08T20:03:10-04:00', 6]\n",
      "['ZMKRYb0', \"group_rank(group_rank((fnd6_newa2v1300_rdipeps)/cap, subindustry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.5, 0.035, 1.24, 0.004888, '2025-07-08T20:00:55-04:00', 6]\n",
      "['jx0dqK5', \"group_rank(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), industry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.5, 0.0745, 1.06, 0.001662, '2025-07-08T16:08:02-04:00', 6]\n",
      "['z0mpWz1', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), industry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.5, 0.0532, 1.23, 0.003151, '2025-07-08T14:59:57-04:00', 6]\n",
      "['V5pepVG', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), subindustry),densify(pv13_r2_min20_3000_sector))', 1.5, 0.0481, 1.19, 0.003274, '2025-07-08T13:00:39-04:00', 6]\n",
      "['ELw8LwK', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), industry),densify(pv13_r2_min2_3000_sector))', 1.5, 0.0728, 1.29, 0.002537, '2025-07-08T12:39:34-04:00', 6]\n",
      "['ELwNAdK', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), industry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.5, 0.0533, 1.23, 0.003152, '2025-07-08T12:27:08-04:00', 6]\n",
      "['9mwPded', 'group_neutralize(ts_mean(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240),densify(pv13_h_min2_focused_pureplay_3000_sector))', 1.5, 0.0263, 1.28, 0.006889, '2025-07-08T09:45:39-04:00', 6]\n",
      "['jxrAML9', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), market),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.49, 0.0518, 1.15, 0.002862, '2025-07-08T23:53:56-04:00', 6]\n",
      "['Am70YQQ', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), market),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.49, 0.0514, 1.16, 0.002935, '2025-07-08T23:41:07-04:00', 6]\n",
      "['awE7Ok5', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), market),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.49, 0.0514, 1.16, 0.002933, '2025-07-08T23:34:04-04:00', 6]\n",
      "['9m7p3l2', \"group_zscore(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), sector),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.49, 0.0498, 1.15, 0.002973, '2025-07-08T23:29:35-04:00', 6]\n",
      "['W0VVQrP', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), sector),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.49, 0.0514, 1.16, 0.002937, '2025-07-08T23:15:00-04:00', 6]\n",
      "['Qg9dKrQ', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), industry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.49, 0.0491, 1.17, 0.003137, '2025-07-08T21:18:31-04:00', 6]\n",
      "['YJ0eWVR', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), industry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.49, 0.0623, 1.23, 0.002743, '2025-07-08T19:46:40-04:00', 6]\n",
      "['Xen0Pjl', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), industry),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.49, 0.0638, 1.24, 0.002714, '2025-07-08T19:45:53-04:00', 6]\n",
      "['35RXEb0', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), industry),densify(pv13_r2_min20_3000_sector))', 1.49, 0.05, 1.07, 0.002587, '2025-07-08T17:32:01-04:00', 6]\n",
      "['5eO3PPM', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), subindustry),densify(pv13_r2_min20_3000_sector))', 1.49, 0.0483, 1.18, 0.003255, '2025-07-08T15:44:18-04:00', 6]\n",
      "['MZpJvxL', \"group_rank(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), sector),densify(bucket(rank(cap), range='0.1, 1, 0.1')))\", 1.49, 0.0767, 1.07, 0.001672, '2025-07-08T13:59:36-04:00', 6]\n",
      "['Qg9bXX5', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), market),densify(pv13_r2_min2_3000_sector))', 1.48, 0.0476, 1.09, 0.002831, '2025-07-08T23:48:15-04:00', 6]\n",
      "['YJggmJA', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), sector),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.48, 0.049, 1.16, 0.003127, '2025-07-08T23:16:29-04:00', 6]\n",
      "['LrdkqPe', 'group_rank(group_rank(ts_rank(fnd6_dvpa, 60), densify(pv13_h_f1_sector)),densify(sector))', 1.48, 0.0581, 1.05, 0.002163, '2025-07-08T22:42:56-04:00', 6]\n",
      "['doR8eqE', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), subindustry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.48, 0.0758, 1.19, 0.002145, '2025-07-08T21:41:50-04:00', 6]\n",
      "['bnd2Z5N', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), subindustry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.48, 0.0505, 1.13, 0.002884, '2025-07-08T21:40:54-04:00', 6]\n",
      "['v6vawkr', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), industry),densify(pv13_r2_min20_3000_sector))', 1.48, 0.0579, 1.07, 0.002276, '2025-07-08T21:31:27-04:00', 6]\n",
      "['MZLwlQr', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), industry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.48, 0.0955, 1.17, 0.001649, '2025-07-08T21:24:18-04:00', 6]\n",
      "['2WNr21Z', 'group_rank(group_rank((fnd6_newa2v1300_rdipd)/cap, subindustry),densify(market))', 1.48, 0.0266, 1.27, 0.006952, '2025-07-08T20:17:13-04:00', 6]\n",
      "['ZMnOVNn', 'group_rank(group_rank((fnd6_newa2v1300_rdipeps)/cap, subindustry),densify(market))', 1.48, 0.0266, 1.27, 0.006954, '2025-07-08T19:59:59-04:00', 6]\n",
      "['xWkeWlJ', \"group_neutralize(group_rank((fnd6_acdo)/liabilities, subindustry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.48, 0.0422, 1.11, 0.003329, '2025-07-08T16:22:35-04:00', 6]\n",
      "['Lr1608m', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), market),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.48, 0.0359, 1.23, 0.004848, '2025-07-08T15:52:09-04:00', 6]\n",
      "['bnqlJ6M', \"group_neutralize(group_rank(ts_rank(fnd6_newa1v1300_acominc, 60), market),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.48, 0.0627, 1.04, 0.001977, '2025-07-08T14:14:00-04:00', 6]\n",
      "['5ew2m85', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), market),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.48, 0.0359, 1.24, 0.004852, '2025-07-08T13:12:16-04:00', 6]\n",
      "['9mwKAq9', \"group_zscore(ts_mean(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.48, 0.0551, 1.2, 0.002975, '2025-07-08T09:57:52-04:00', 6]\n",
      "['7MnZxg2', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), market),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.47, 0.049, 1.15, 0.003123, '2025-07-08T23:42:00-04:00', 6]\n",
      "['v6vj23Q', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), market),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.47, 0.049, 1.15, 0.003124, '2025-07-08T23:35:42-04:00', 6]\n",
      "['ev0zw76', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), market),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.47, 0.0361, 1.22, 0.004792, '2025-07-08T17:13:19-04:00', 6]\n",
      "['1PdJpqk', \"group_rank(group_rank((fnd6_acdo)/liabilities, subindustry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.47, 0.0433, 1.05, 0.002939, '2025-07-08T16:28:15-04:00', 6]\n",
      "['N3r6nGE', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), market),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.47, 0.036, 1.22, 0.004806, '2025-07-08T15:47:33-04:00', 6]\n",
      "['6J9PL87', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), subindustry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.47, 0.0508, 1.19, 0.003227, '2025-07-08T15:35:39-04:00', 6]\n",
      "['7M1g56Z', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), subindustry),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.47, 0.036, 1.22, 0.004779, '2025-07-08T15:27:56-04:00', 6]\n",
      "['06Enjb8', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), sector),densify(pv13_h_min2_3000_sector))', 1.47, 0.1134, 1.12, 0.00127, '2025-07-08T15:25:27-04:00', 6]\n",
      "['P83eJmK', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), sector),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.47, 0.036, 1.22, 0.004795, '2025-07-08T15:12:38-04:00', 6]\n",
      "['P8pmz8p', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.47, 0.0362, 1.22, 0.004763, '2025-07-08T13:27:04-04:00', 6]\n",
      "['v6LoKQA', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), market),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.47, 0.036, 1.22, 0.004813, '2025-07-08T13:05:00-04:00', 6]\n",
      "['YJpJMAA', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.47, 0.0815, 1.27, 0.002293, '2025-07-08T12:54:04-04:00', 6]\n",
      "['OVpz67p', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), subindustry),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.47, 0.036, 1.22, 0.004787, '2025-07-08T12:46:51-04:00', 6]\n",
      "['357GWrN', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), industry),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.47, 0.036, 1.22, 0.004771, '2025-07-08T12:19:07-04:00', 6]\n",
      "['J1p83QA', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), sector),densify(pv13_h_min2_3000_sector))', 1.47, 0.1136, 1.12, 0.001273, '2025-07-08T12:15:25-04:00', 6]\n",
      "1400\n",
      "['l9VMOg7', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), sector),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.47, 0.036, 1.22, 0.004801, '2025-07-08T11:54:51-04:00', 6]\n",
      "['RKpYxG1', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.47, 0.0362, 1.22, 0.004769, '2025-07-08T10:02:26-04:00', 6]\n",
      "['AmwZ6Le', 'group_zscore(group_rank((fnd6_acdo)/cap, subindustry),densify(pv13_r2_min2_3000_sector))', 1.47, 0.0396, 1.15, 0.003859, '2025-07-08T08:55:16-04:00', 6]\n",
      "['RKpMaGg', 'group_neutralize(group_rank((fnd6_acdo)/cap, subindustry),densify(pv13_r2_min20_3000_sector))', 1.47, 0.0252, 1.08, 0.005362, '2025-07-08T08:40:35-04:00', 6]\n",
      "['V5pV958', \"group_neutralize(group_rank((fnd6_acdo)/cap, subindustry),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.47, 0.0259, 1.2, 0.006465, '2025-07-08T08:38:56-04:00', 6]\n",
      "['Am7k7YW', \"group_rank(group_rank(ts_rank(fnd6_dvpa, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.46, 0.0781, 1.02, 0.00157, '2025-07-08T22:44:55-04:00', 6]\n",
      "['ELekYJ9', 'group_rank(group_rank(ts_rank(fnd6_dvpa, 60), densify(pv13_h_f1_sector)),densify(industry))', 1.46, 0.058, 1.02, 0.002114, '2025-07-08T22:42:57-04:00', 6]\n",
      "['GxeMnvo', \"group_rank(group_rank(ts_rank(fnd6_dvpa, 200), subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.46, 0.0755, 1.1, 0.001868, '2025-07-08T22:26:20-04:00', 6]\n",
      "['ELEdw9J', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), industry),densify(bucket(rank(close*volume),range = '0.1, 1, 0.1')))\", 1.46, 0.0886, 1.19, 0.001869, '2025-07-08T19:47:44-04:00', 6]\n",
      "['W0GJMQd', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), subindustry),densify(pv13_r2_min20_3000_sector))', 1.46, 0.0491, 1.14, 0.003124, '2025-07-08T18:53:18-04:00', 6]\n",
      "['m1b7a5W', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), subindustry),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.46, 0.0363, 1.21, 0.004719, '2025-07-08T18:41:44-04:00', 6]\n",
      "['06EpM5q', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), market),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.46, 0.0362, 1.21, 0.004752, '2025-07-08T17:08:29-04:00', 6]\n",
      "['RK88bAd', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), sector),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.46, 0.0362, 1.21, 0.004742, '2025-07-08T16:53:00-04:00', 6]\n",
      "['jx0gA8E', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.46, 0.0364, 1.21, 0.004708, '2025-07-08T16:36:53-04:00', 6]\n",
      "['rVlmWra', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), industry),densify(pv13_r2_min20_3000_sector))', 1.46, 0.049, 1.13, 0.003035, '2025-07-08T15:08:01-04:00', 6]\n",
      "['06E0Ynp', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), industry),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.46, 0.036, 1.21, 0.004764, '2025-07-08T14:53:48-04:00', 6]\n",
      "['gd9M5Vm', 'group_zscore(group_rank(ts_rank(fnd6_acdo, 60), industry),densify(pv13_r2_min2_3000_sector))', 1.45, 0.0652, 1.21, 0.002651, '2025-07-08T23:12:57-04:00', 6]\n",
      "['ZMKwGLd', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.45, 0.0789, 1.19, 0.002146, '2025-07-08T21:41:16-04:00', 6]\n",
      "['v6vwXmQ', 'group_zscore(group_rank((fnd6_newa2v1300_rdipd)/cap, subindustry),densify(pv13_r2_min2_3000_sector))', 1.45, 0.0461, 1.16, 0.003494, '2025-07-08T20:26:37-04:00', 6]\n",
      "['xWdK7ol', 'group_zscore(group_rank((fnd6_newa2v1300_rdipeps)/cap, subindustry),densify(pv13_r2_min2_3000_sector))', 1.45, 0.0458, 1.16, 0.003501, '2025-07-08T20:09:01-04:00', 6]\n",
      "['P83ZvAx', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), industry),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.45, 0.0362, 1.2, 0.004711, '2025-07-08T17:23:58-04:00', 6]\n",
      "['N3rnK1e', \"group_neutralize(group_rank((fnd6_acdo)/liabilities, subindustry),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.45, 0.0274, 1.17, 0.005968, '2025-07-08T16:21:47-04:00', 6]\n",
      "['ZMnwVqZ', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.45, 0.0817, 1.25, 0.002263, '2025-07-08T15:35:48-04:00', 6]\n",
      "['357kove', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), industry),densify(pv13_r2_min20_3000_sector))', 1.45, 0.049, 1.11, 0.003006, '2025-07-08T12:38:40-04:00', 6]\n",
      "['N3p6pe7', 'group_zscore(ts_mean(winsorize(ts_backfill(anl4_adjusted_netincome_ft, 120), std=4), 240),densify(pv13_r2_min20_3000_sector))', 1.45, 0.0218, 1.04, 0.005953, '2025-07-08T09:58:51-04:00', 6]\n",
      "['35eevvO', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), sector),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.44, 0.0778, 1.11, 0.001898, '2025-07-08T23:21:21-04:00', 6]\n",
      "['LrdVWz9', \"group_rank(group_rank((fnd6_newa2v1300_rdipd)/cap, subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.44, 0.0353, 1.17, 0.00467, '2025-07-08T20:19:23-04:00', 6]\n",
      "['1PzqbGm', \"group_rank(group_rank((fnd6_newa2v1300_rdipeps)/cap, subindustry),densify(bucket(group_rank(cap, sector),range='0.1, 1, 0.1')))\", 1.44, 0.0353, 1.17, 0.004666, '2025-07-08T20:01:41-04:00', 6]\n",
      "['9mrnAkq', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), industry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.44, 0.0598, 1.1, 0.002455, '2025-07-08T19:46:38-04:00', 6]\n",
      "['KQbvgrl', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), industry),densify(pv13_r2_min20_3000_sector))', 1.44, 0.0502, 1.02, 0.002504, '2025-07-08T12:30:57-04:00', 6]\n",
      "['2W7ANPP', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), sector),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.44, 0.055, 1.21, 0.003196, '2025-07-08T12:05:51-04:00', 6]\n",
      "['awd6L92', 'group_neutralize(group_rank((fnd6_acdo)/cap, subindustry),densify(pv13_r2_min2_3000_sector))', 1.44, 0.0277, 1.06, 0.004862, '2025-07-08T08:42:29-04:00', 6]\n",
      "['gdMdxKJ', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), subindustry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.43, 0.0513, 1.14, 0.003094, '2025-07-08T18:47:42-04:00', 6]\n",
      "['QgVezMw', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), sector),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.43, 0.0546, 1.19, 0.003188, '2025-07-08T15:18:41-04:00', 6]\n",
      "['xWkgv5J', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), industry),densify(pv13_r2_min20_3000_sector))', 1.43, 0.0494, 1.01, 0.002534, '2025-07-08T15:02:01-04:00', 6]\n",
      "['gd9ZmlQ', \"group_neutralize(group_rank(ts_rank(fnd6_esopct, 200), densify(pv13_h_f1_sector)),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.42, 0.0362, 1.04, 0.003702, '2025-07-08T23:58:31-04:00', 6]\n",
      "['rVl0XLd', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), subindustry),densify(pv13_h_min2_focused_pureplay_3000_sector))', 1.42, 0.0482, 1.03, 0.002708, '2025-07-08T18:12:18-04:00', 6]\n",
      "['6J9gAnY', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), sector),densify(pv13_r2_min20_3000_sector))', 1.42, 0.0579, 1.06, 0.002404, '2025-07-08T15:25:27-04:00', 6]\n",
      "['XepaJ0a', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), sector),densify(pv13_r2_min20_3000_sector))', 1.42, 0.0581, 1.06, 0.002383, '2025-07-08T12:14:53-04:00', 6]\n",
      "['m1bkZj2', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), industry),densify(pv13_h_min2_3000_sector))', 1.41, 0.0693, 1.08, 0.002099, '2025-07-08T15:07:53-04:00', 6]\n",
      "['doxGYrv', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), densify(pv13_h_f1_sector)),densify(pv13_r2_min2_3000_sector))', 1.41, 0.1051, 1.05, 0.00132, '2025-07-08T13:50:19-04:00', 6]\n",
      "['pZ6Mv2x', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), industry),densify(pv13_h_min2_3000_sector))', 1.41, 0.0698, 1.07, 0.002077, '2025-07-08T12:38:32-04:00', 6]\n",
      "['OVZVZJq', 'group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), subindustry),densify(pv13_r2_min20_3000_sector))', 1.4, 0.0454, 1.0, 0.002824, '2025-07-08T18:48:22-04:00', 6]\n",
      "['ev0ajrl', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.4, 0.0607, 1.1, 0.002557, '2025-07-08T18:10:28-04:00', 6]\n",
      "['OVZ8OLb', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), industry),densify(pv13_r2_min20_3000_sector))', 1.4, 0.0503, 1.06, 0.002828, '2025-07-08T17:37:52-04:00', 6]\n",
      "['Xenw2Xz', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), subindustry),densify(pv13_r2_min2_3000_sector))', 1.4, 0.037, 1.06, 0.003839, '2025-07-08T15:31:17-04:00', 6]\n",
      "['GxwjzV5', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), densify(pv13_h_f1_sector)),densify(pv13_r2_min2_3000_sector))', 1.4, 0.037, 1.06, 0.003842, '2025-07-08T13:34:50-04:00', 6]\n",
      "['9mwm0jK', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), subindustry),densify(pv13_r2_min2_3000_sector))', 1.4, 0.037, 1.06, 0.003854, '2025-07-08T12:50:38-04:00', 6]\n",
      "['1P7GZWM', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), industry),densify(pv13_r2_min2_3000_sector))', 1.4, 0.0369, 1.06, 0.003856, '2025-07-08T12:22:37-04:00', 6]\n",
      "['OVpr7Wv', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), densify(pv13_h_f1_sector)),densify(pv13_r2_min2_3000_sector))', 1.4, 0.037, 1.06, 0.003857, '2025-07-08T11:34:41-04:00', 6]\n",
      "['1Pz7Grm', \"group_rank(group_rank(ts_rank(fnd6_acdo, 60), industry),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.39, 0.0491, 1.08, 0.003054, '2025-07-08T23:03:11-04:00', 6]\n",
      "['6J95vqE', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), industry),densify(pv13_r2_min2_3000_sector))', 1.39, 0.0836, 1.06, 0.001736, '2025-07-08T19:53:23-04:00', 6]\n",
      "['v6l6dgb', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.39, 0.0821, 1.16, 0.002132, '2025-07-08T18:47:41-04:00', 6]\n",
      "['MZQLAg8', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), sector),densify(bucket(group_rank(assets, sector),range='0.1, 1, 0.1')))\", 1.39, 0.0556, 1.15, 0.003077, '2025-07-08T16:57:45-04:00', 6]\n",
      "['RK8Y91o', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), market),densify(pv13_r2_min2_3000_sector))', 1.39, 0.0369, 1.05, 0.003837, '2025-07-08T15:50:08-04:00', 6]\n",
      "['6J9xqxO', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), sector),densify(pv13_r2_min2_3000_sector))', 1.39, 0.0369, 1.04, 0.003829, '2025-07-08T15:15:07-04:00', 6]\n",
      "['kO0l716', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), industry),densify(pv13_r2_min2_3000_sector))', 1.39, 0.0369, 1.05, 0.003841, '2025-07-08T14:57:15-04:00', 6]\n",
      "['8Yz2jbl', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), market),densify(pv13_r2_min2_3000_sector))', 1.39, 0.0368, 1.05, 0.00385, '2025-07-08T13:09:37-04:00', 6]\n",
      "['QgaYAQp', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), sector),densify(pv13_r2_min2_3000_sector))', 1.39, 0.0368, 1.05, 0.003844, '2025-07-08T12:00:40-04:00', 6]\n",
      "['do0WEqK', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.38, 0.0609, 1.08, 0.00251, '2025-07-08T17:56:45-04:00', 6]\n",
      "['J1OxAqE', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), industry),densify(pv13_r2_min2_3000_sector))', 1.38, 0.0371, 1.03, 0.003766, '2025-07-08T17:28:20-04:00', 6]\n",
      "['9mrRepK', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), densify(pv13_h_f1_sector)),densify(pv13_r2_min2_3000_sector))', 1.38, 0.0373, 1.03, 0.003764, '2025-07-08T16:39:39-04:00', 6]\n",
      "['pZKKzKX', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), sector),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.37, 0.0608, 1.07, 0.002528, '2025-07-08T23:16:37-04:00', 6]\n",
      "['awE3Lo1', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), industry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.37, 0.0608, 1.07, 0.002525, '2025-07-08T21:18:08-04:00', 6]\n",
      "['9mrMe8K', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), subindustry),densify(pv13_r2_min2_3000_sector))', 1.37, 0.0372, 1.02, 0.00374, '2025-07-08T18:43:49-04:00', 6]\n",
      "['rVle37j', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), industry),densify(pv13_h_min2_3000_sector))', 1.37, 0.0706, 1.02, 0.001975, '2025-07-08T17:38:01-04:00', 6]\n",
      "['2WLpoKP', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), market),densify(pv13_r2_min2_3000_sector))', 1.37, 0.0371, 1.02, 0.003756, '2025-07-08T17:11:28-04:00', 6]\n",
      "['6J99QqY', 'group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), sector),densify(pv13_r2_min2_3000_sector))', 1.37, 0.0371, 1.02, 0.003749, '2025-07-08T16:55:12-04:00', 6]\n",
      "['wPEj96x', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), market),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.36, 0.0607, 1.06, 0.00251, '2025-07-08T23:35:54-04:00', 6]\n",
      "['nQ2EnWx', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), industry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.36, 0.0897, 1.13, 0.001928, '2025-07-08T19:46:58-04:00', 6]\n",
      "['06EZKbk', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), market),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.36, 0.0375, 1.02, 0.00373, '2025-07-08T19:29:19-04:00', 6]\n",
      "['nQ2weVE', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), sector),densify(pv13_r2_min2_3000_sector))', 1.36, 0.1208, 1.11, 0.001374, '2025-07-08T15:26:25-04:00', 6]\n",
      "['N3RQ2gE', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_xidoc, 60), market),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.35, 0.0609, 1.05, 0.002503, '2025-07-08T23:45:42-04:00', 6]\n",
      "['z0mgr5V', \"group_neutralize(group_rank(ts_rank(fnd6_newa2v1300_seqo, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.35, 0.0382, 1.0, 0.003608, '2025-07-08T18:24:42-04:00', 6]\n",
      "['YJ0vZ9l', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipa, 60), sector),densify(pv13_r2_min2_3000_sector))', 1.34, 0.1225, 1.08, 0.00133, '2025-07-08T17:06:06-04:00', 6]\n",
      "['kOZdd6d', \"group_neutralize(group_rank(ts_rank(fnd6_acdo, 60), densify(pv13_h_f1_sector)),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.33, 0.0291, 1.06, 0.005415, '2025-07-08T20:28:22-04:00', 6]\n",
      "['jxZaO3E', 'group_zscore(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), sector),densify(pv13_r2_min2_3000_sector))', 1.33, 0.1221, 1.07, 0.001328, '2025-07-08T12:16:24-04:00', 6]\n",
      "['v6vm6aQ', \"group_neutralize(group_rank(ts_rank(fnd6_acdo, 60), industry),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.32, 0.0288, 1.05, 0.005446, '2025-07-08T22:55:34-04:00', 6]\n",
      "['ELEJrpK', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipd, 60), industry),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.3, 0.0563, 1.01, 0.002668, '2025-07-08T14:59:19-04:00', 6]\n",
      "['QgaOPGM', \"group_rank(group_rank(ts_rank(fnd6_newa2v1300_rdipeps, 60), industry),densify(bucket(rank(assets),range='0.1, 1, 0.1')))\", 1.3, 0.0566, 1.01, 0.002665, '2025-07-08T12:25:46-04:00', 6]\n",
      "['Qg9ZkaQ', \"group_rank(group_rank((fnd6_newa2v1300_rdipd)/cap, subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.29, 0.062, 1.06, 0.002727, '2025-07-08T20:19:43-04:00', 6]\n",
      "['v6vKV8A', \"group_rank(group_rank((fnd6_newa2v1300_rdipeps)/cap, subindustry),densify(bucket(rank(ts_std_dev(returns,20)),range = '0.1, 1, 0.1')))\", 1.29, 0.062, 1.06, 0.002723, '2025-07-08T20:02:13-04:00', 6]\n",
      "count: 1482\n",
      "1482\n",
      "201\n",
      "b'{\"user\":{\"id\":\"QZ77478\"},\"token\":{\"expiry\":14400.0},\"permissions\":[\"TUTORIAL\",\"WORKDAY\"]}'\n",
      "0\n",
      "201\n",
      "b'{\"user\":{\"id\":\"QZ77478\"},\"token\":{\"expiry\":14400.0},\"permissions\":[\"TUTORIAL\",\"WORKDAY\"]}'\n",
      "5\n",
      "10\n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[31m---------------------------------------------------------------------------\u001b[39m",
      "\u001b[31mKeyboardInterrupt\u001b[39m                         Traceback (most recent call last)",
      "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[5]\u001b[39m\u001b[32m, line 9\u001b[39m\n\u001b[32m      7\u001b[39m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;28mlen\u001b[39m(stone_bag))\n\u001b[32m      8\u001b[39m gold_bag = []\n\u001b[32m----> \u001b[39m\u001b[32m9\u001b[39m \u001b[43mminer\u001b[49m\u001b[43m.\u001b[49m\u001b[43mcheck_submission\u001b[49m\u001b[43m(\u001b[49m\u001b[43mstone_bag\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mgold_bag\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m     11\u001b[39m \u001b[38;5;66;03m# 打印可提交的alpha信息并按sharpe排序，在网页上找到alpha手动提交\u001b[39;00m\n\u001b[32m     12\u001b[39m miner.view_alphas(gold_bag)\n",
      "\u001b[36mFile \u001b[39m\u001b[32md:\\projects\\wq\\wq.py:499\u001b[39m, in \u001b[36mAlphaMiner.check_submission\u001b[39m\u001b[34m(self, alpha_bag, gold_bag, start)\u001b[39m\n\u001b[32m    497\u001b[39m    \u001b[38;5;28mself\u001b[39m.login()\n\u001b[32m    498\u001b[39m \u001b[38;5;66;03m#print(idx)\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m499\u001b[39m pc = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mget_check_submission\u001b[49m\u001b[43m(\u001b[49m\u001b[43mg\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m    500\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m pc == \u001b[33m\"\u001b[39m\u001b[33msleep\u001b[39m\u001b[33m\"\u001b[39m:\n\u001b[32m    501\u001b[39m    sleep(\u001b[32m100\u001b[39m)\n",
      "\u001b[36mFile \u001b[39m\u001b[32md:\\projects\\wq\\wq.py:523\u001b[39m, in \u001b[36mAlphaMiner.get_check_submission\u001b[39m\u001b[34m(self, alpha_id)\u001b[39m\n\u001b[32m    521\u001b[39m result = \u001b[38;5;28mself\u001b[39m.session.get(\u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mself\u001b[39m.brain_api_url\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m/alphas/\u001b[39m\u001b[38;5;132;01m{\u001b[39;00malpha_id\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m/check\u001b[39m\u001b[33m\"\u001b[39m)\n\u001b[32m    522\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[33m\"\u001b[39m\u001b[33mretry-after\u001b[39m\u001b[33m\"\u001b[39m \u001b[38;5;129;01min\u001b[39;00m result.headers:\n\u001b[32m--> \u001b[39m\u001b[32m523\u001b[39m    \u001b[43mtime\u001b[49m\u001b[43m.\u001b[49m\u001b[43msleep\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mfloat\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mresult\u001b[49m\u001b[43m.\u001b[49m\u001b[43mheaders\u001b[49m\u001b[43m[\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mRetry-After\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m    524\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m    525\u001b[39m    \u001b[38;5;28;01mbreak\u001b[39;00m\n",
      "\u001b[31mKeyboardInterrupt\u001b[39m: "
     ]
    }
   ],
   "source": [
    "th_tracker = miner.get_alphas(\"2025-07-08\", \"2025-07-09\", 1.25, 1, \"USA\", 1482, \"submit\")\n",
    "\n",
    "# 将拉取的alpha的id取出至stone_bag，用api check submission\n",
    "stone_bag = []\n",
    "for alpha in th_tracker:\n",
    "   stone_bag.append(alpha[0])\n",
    "print(len(stone_bag))\n",
    "gold_bag = []\n",
    "miner.check_submission(stone_bag, gold_bag)\n",
    "\n",
    "# 打印可提交的alpha信息并按sharpe排序，在网页上找到alpha手动提交\n",
    "miner.view_alphas(gold_bag)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d254c8d4",
   "metadata": {},
   "source": [
    "## 2. 提交Alpha"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a05b9c51",
   "metadata": {},
   "outputs": [],
   "source": [
    "submitted = 0\n",
    "\n",
    "for i, bag in enumerate(gold_bag):\n",
    "   alpha_id, pc = bag\n",
    "   if i % 100 == 0:\n",
    "      miner.login()\n",
    "   success, status_code = miner.submit_alpha(alpha_id)\n",
    "   if success:\n",
    "      submitted += 1"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "51c84738",
   "metadata": {},
   "source": [
    "# 十、总结"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4a076fdc",
   "metadata": {},
   "outputs": [],
   "source": [
    "print(f\"总共: {len(gold_bag)} 个Alpha\")\n",
    "print(f\"已提交: {submitted} 个\")\n",
    "# print(f\"失败: {failed} 个\")\n",
    "# print(f\"已提交率: {(submitted / len(valid_alphas) * 100):.2f}%\")\n",
    "# print(f\"完成时间: {datetime.now().strftime('%Y-%m-%d %H:%M:%S')}\")\n",
    "\n",
    "# final_submitted_count = get_alpha_count(\"ACTIVE\")\n",
    "# if final_submitted_count is not None:\n",
    "#    print(f\"本次运行成功新增提交: {final_submitted_count - initial_submitted_count}\")\n",
    "#    print(f\"本次运行已提交: {submitted}\")\n",
    "\n",
    "if miner.session is not None:\n",
    "   miner.session.close()"
   ]
  }
 ],
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